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<a href="unsupervised__measures_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;</div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#ifndef __UNSUPERVISED_MEASURE_HPP</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#define __UNSUPERVISED_MEASURE_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;</div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span>    <span class="comment">// std::find</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;iterator&gt;</span>     <span class="comment">// std::distance</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="preprocessor">#include &lt;list&gt;</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="preprocessor">#include &lt;utility&gt;</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="preprocessor">#include &lt;limits&gt;</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="preprocessor">#include &lt;cmath&gt;</span>        <span class="comment">//std::isnan </span></div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#include &lt;math.h&gt;</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="matrix_8hpp.html">matrix.hpp</a>&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="bit__matrix_8hpp.html">bit_matrix.hpp</a>&quot;</span></div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="partition_8hpp.html">partition.hpp</a>&quot;</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="partition__linked__numinst_8hpp.html">partition_linked_numinst.hpp</a>&quot;</span></div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="vector__utils_8hpp.html">vector_utils.hpp</a>&quot;</span></div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="container__out_8hpp.html">container_out.hpp</a>&quot;</span></div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="leac__utils_8hpp.html">leac_utils.hpp</a>&quot;</span></div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="stats__instances_8hpp.html">stats_instances.hpp</a>&quot;</span></div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="verbose__global_8hpp.html">verbose_global.hpp</a>&quot;</span></div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespaceum.html">um</a> {</div><div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div><div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;</div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="comment">/*When the algorithms do not end with a correct value, for example </span></div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="comment">  cluster number k = 0 or k = 1, metrics are assigned to special </span></div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="comment">  values to each according to his definition</span></div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="comment">*/</span></div><div class="line"><a name="l00052"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a2b678af6e0485eb4b6a1c56ba181d87d">   52</a></span>&#160;<span class="preprocessor">#define measuare_undefObjetiveFunc(T_METRIC) (T_METRIC) -1.0</span></div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div><div class="line"><a name="l00054"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#ac75125580083992645322315eac624c8">   54</a></span>&#160;<span class="preprocessor">#define measuare_undefSSE(T_METRIC)    std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00055"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#aa88191fb36f16d5764240560b2c3c873">   55</a></span>&#160;<span class="preprocessor">#define measuare_undefIndexI(T_METRIC) (T_METRIC) 0.0</span></div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#define measuare_undefVRC(T_METRIC)    (T_METRIC) 0.0</span></div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="preprocessor">#define measuare_undefCS(T_METRIC)      std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">#define measuare_undefDunnIndex(T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00059"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#ac72957e968a1b54a8ebfe7d4c10adc01">   59</a></span>&#160;<span class="preprocessor">#define measuare_undefDBindex(T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00060"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a37887c34be972442d8866c97614feebf">   60</a></span>&#160;<span class="preprocessor">#define measuare_undefSilhouette(T_METRIC) (T_METRIC) 0.0 // -1.0</span></div><div class="line"><a name="l00061"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#aa60c010f510a6bf3a2feb4ab9b864719">   61</a></span>&#160;<span class="preprocessor">#define measuare_lowerValueSilhouette(T_METRIC) (T_METRIC) -1.0</span></div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;</div><div class="line"><a name="l00063"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a7bda07bb05b4fe8e68183efbda902d27">   63</a></span>&#160;<span class="preprocessor">#define measuare_undefPurity(T_METRIC) (T_METRIC) 0.0</span></div><div class="line"><a name="l00064"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#aed2d7fec3655cf98554603a6b34bbd96">   64</a></span>&#160;<span class="preprocessor">#define measuare_undefVRC(T_METRIC) (T_METRIC) 0.0</span></div><div class="line"><a name="l00065"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a4ccf8f260949fde84f180fe04fdf818c">   65</a></span>&#160;<span class="preprocessor">#define measuare_undefCS(T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00066"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">   66</a></span>&#160;<span class="preprocessor">#define measuare_undefDunnIndex(T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;</div><div class="line"><a name="l00068"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#ac6a9e1bcd3609f188d3b786c209ed6a3">   68</a></span>&#160;<span class="preprocessor">#define measuare_undefScoreFunction(T_METRIC) (T_METRIC) 0.0</span></div><div class="line"><a name="l00069"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a5791c14fedab8f8d198c520f3dbcb5f7">   69</a></span>&#160;<span class="preprocessor">#define measuare_undefXieBeniIndex(T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00070"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a368c4afa1c3c4c27ac36e553435ae489">   70</a></span>&#160;<span class="preprocessor">#define measuare_undefEntropy(T_METRIC) (T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00071"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#ad88d528dfc5352aa2c8c1ee11ba73632">   71</a></span>&#160;<span class="preprocessor">#define measuare_undefPartitionCoefficient(T_METRIC) (T_METRIC) 0.0</span></div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div><div class="line"><a name="l00073"></a><span class="lineno"><a class="line" href="unsupervised__measures_8hpp.html#a043a63ad95a7afacff073dda90d54888">   73</a></span>&#160;<span class="preprocessor">#define measuare_undefWBIndex(T_METRIC) (T_METRIC) std::numeric_limits&lt;T_METRIC&gt;::max()</span></div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  </div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;           &gt;</div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;T_METRIC </div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;<a class="code" href="namespaceum.html#a62470812baa18b85111f619b35a012c8">maxDistCjCjp</a></div><div class="line"><a name="l00086"></a><span class="lineno"><a class="line" href="namespaceum.html#a62470812baa18b85111f619b35a012c8">   86</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160; )</div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;{</div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::maxDistCjCjp&quot;</span>;</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(\n\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;  }</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  T_METRIC lot_DkMax = T_METRIC(0);</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160; </div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  <span class="keywordflow">for</span>(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) {</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <span class="keywordflow">for</span>(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = lui_i+1; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++) {</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;     </div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;      T_METRIC  lot_distSiSj = </div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;        (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j),</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;         );</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;      <span class="keywordflow">if</span> ( lot_DkMax &lt; lot_distSiSj ) </div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;        lot_DkMax = lot_distSiSj;</div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;    }</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  }</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; T_METRIC lot_DkMax = &quot;</span> &lt;&lt; lot_DkMax</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;  }</div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;  <span class="keywordflow">return</span> lot_DkMax;</div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;}</div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;</div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;           &gt;</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;T_METRIC</div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;<a class="code" href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">minDistCjCjp</a></div><div class="line"><a name="l00151"></a><span class="lineno"><a class="line" href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">  151</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>         &amp;aimatrixt_centroids,</div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160; )</div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;{</div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::minDistCjCjp&quot;</span>;</div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;  }</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;</div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;  T_METRIC  lot_minDistCjCjp   = std::numeric_limits&lt;T_METRIC&gt;::max();</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;  </div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;  <span class="keywordflow">for</span>(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) {</div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    <span class="keywordflow">for</span>(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = lui_i+1; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++) {</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;   </div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;      T_METRIC  lot_distSiSj = </div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j),</div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;         );</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;      <span class="keywordflow">if</span> ( lot_minDistCjCjp &gt; lot_distSiSj ) </div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;        lot_minDistCjCjp = lot_distSiSj;</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;    }</div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;  }</div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;  </div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; T_METRIC lot_minDistCjCjp = &quot;</span> &lt;&lt; lot_minDistCjCjp</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;  }</div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;</div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;  <span class="keywordflow">return</span> lot_minDistCjCjp;</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;}</div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;</div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;</div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;           &gt;</div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;T_METRIC</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;<a class="code" href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">minDistCjCjp</a></div><div class="line"><a name="l00218"></a><span class="lineno"><a class="line" href="namespaceum.html#ae2f7f8496b7cfe11e8411fe1102bcf22">  218</a></span>&#160;(<span class="keyword">const</span>  T_CLUSTERIDX                   aicidx_Clusterj,</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>      &amp;aimatrixt_centroids,</div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160; )</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;{</div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::minDistCjCjp&quot;</span>;</div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(\n\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;  }</div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;</div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;  T_METRIC  lot_minDistCjCjp   = std::numeric_limits&lt;T_METRIC&gt;::max();</div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j =  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(aicidx_Clusterj);</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;  </div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;  <span class="keywordflow">for</span>(<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_jp = 0; lui_jp &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_jp++) {</div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    </div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;    <span class="keywordflow">if</span> ( lui_j  != lui_jp ) {</div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      T_METRIC  lot_distSiSj = </div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;        (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lui_jp),</div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lui_j),</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;         );</div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      <span class="keywordflow">if</span> ( lot_minDistCjCjp &gt; lot_distSiSj ) </div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;        lot_minDistCjCjp = lot_distSiSj;</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;    }</div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;   </div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;  }</div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;  </div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; T_METRIC lot_minDistCjCjp = &quot;</span> &lt;&lt; lot_minDistCjCjp</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;  }</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;</div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;  <span class="keywordflow">return</span> lot_minDistCjCjp;</div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;}</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;  </div><div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;           &gt;</div><div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;T_METRIC</div><div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;<a class="code" href="namespaceum.html#a1aab06d6281016beb6769fea5032ddb9">sumMinCjCjp</a></div><div class="line"><a name="l00287"></a><span class="lineno"><a class="line" href="namespaceum.html#a1aab06d6281016beb6769fea5032ddb9">  287</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160; )</div><div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;{ </div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::sumMinCjCjp&quot;</span>;</div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;  }</div><div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;</div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;  T_METRIC lot_sumMinCjCjp = T_METRIC(0.0);</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;  </div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_Ci = 0; luintidx_Ci &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Ci++)</div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;    {</div><div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;      T_METRIC lt_minDistCjCjp = std::numeric_limits&lt;T_METRIC&gt;::max();  </div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;      <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_Cj = 0; luintidx_Cj &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Cj++)</div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        {</div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;          <span class="keywordflow">if</span> ( luintidx_Ci != luintidx_Cj ) {</div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;         </div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;            T_METRIC lt_distViVj =</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;              aifunc2p_dist</div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;              (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_Ci), </div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;               aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_Cj),</div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;               aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;               );     </div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;        </div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;            <span class="keywordflow">if</span> ( lt_distViVj &lt; lt_minDistCjCjp )</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;              lt_minDistCjCjp = lt_distViVj;</div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;          }</div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        }</div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;      <span class="keywordflow">if</span> ( lt_minDistCjCjp &lt; std::numeric_limits&lt;T_METRIC&gt;::max() ) {</div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;        lot_sumMinCjCjp += (T_METRIC) lt_minDistCjCjp;</div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;      }</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;    }</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lot_sumMinCjCjp = &quot;</span> &lt;&lt; lot_sumMinCjCjp</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;  }</div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;</div><div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;  <span class="keywordflow">return</span> lot_sumMinCjCjp;</div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;  </div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;} <span class="comment">//END sumMinCjCjp</span></div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;</div><div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;           &gt;</div><div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;std::vector&lt;T_METRIC&gt;</div><div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;<a class="code" href="namespaceum.html#a92550dabf7b2bbc875e88e4b41850531">avgRadiusClusterK</a></div><div class="line"><a name="l00361"></a><span class="lineno"><a class="line" href="namespaceum.html#a92550dabf7b2bbc875e88e4b41850531">  361</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>     &amp;aimatrixt_centroids,</div><div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160; INPUT_ITERATOR                       aiiterator_instfirst,</div><div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                 aiiterator_instlast,</div><div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>   &amp;aipartition_clusters,</div><div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160; )</div><div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;{</div><div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::avgRadiusClusterK&quot;</span>;</div><div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;  }</div><div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;</div><div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;  std::vector&lt;T_METRIC&gt; lovectort_sumDistXZi</div><div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),T_METRIC(0));</div><div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;</div><div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;  std::vector&lt;uintidx&gt; lovectoui_numInstClusterK</div><div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),T_METRIC(0));</div><div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;</div><div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt;= 1 ) {</div><div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;    <span class="keyword">const</span> T_CLUSTERIDX  lcidx_numClusterK = </div><div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;      T_CLUSTERIDX(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;</div><div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;    <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>(); aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;      T_CLUSTERIDX lcidx_xinK = aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      </div><div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;      <span class="keywordflow">if</span> ( 0 &lt;= lcidx_xinK  &amp;&amp; lcidx_xinK &lt;  lcidx_numClusterK  ) {</div><div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;</div><div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;        </div><div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;        lovectort_sumDistXZi[lcidx_xinK] += </div><div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;          (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lcidx_xinK),</div><div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;           linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;           );</div><div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;        ++lovectoui_numInstClusterK[lcidx_xinK];</div><div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;      }</div><div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;    }</div><div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;</div><div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> _lui_k = 0; _lui_k &lt; lovectort_sumDistXZi.size(); _lui_k++)</div><div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;      {</div><div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;        <span class="keywordflow">if</span> ( lovectoui_numInstClusterK[_lui_k] != 0 ){</div><div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;          lovectort_sumDistXZi[_lui_k] /= (T_METRIC) lovectoui_numInstClusterK[_lui_k];</div><div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;        }</div><div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;        <span class="keywordflow">else</span> {</div><div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;          lovectort_sumDistXZi[_lui_k] = std::numeric_limits&lt;T_METRIC&gt;::quiet_NaN();</div><div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;        }</div><div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;      }</div><div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;    </div><div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;  }</div><div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;</div><div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;    std::ostringstream lostrstream_labelRadium;</div><div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;    lostrstream_labelRadium &lt;&lt; <span class="stringliteral">&quot;&lt;AVGRADADIUSCLUSTERK:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;      (lovectort_sumDistXZi.begin(),</div><div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;       lovectort_sumDistXZi.end(),</div><div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;       std::cout,</div><div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;       lostrstream_labelRadium.str().c_str(),</div><div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;       );</div><div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;  }</div><div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;</div><div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;  <span class="keywordflow">return</span> lovectort_sumDistXZi;</div><div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;    </div><div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;}</div><div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;</div><div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;  </div><div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;           &gt;</div><div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;std::vector&lt;T_METRIC&gt;</div><div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;<a class="code" href="namespaceum.html#a4667b7aa0e2926c0f0f94afaa4a0dcf2">maxRadiusClusterK</a></div><div class="line"><a name="l00463"></a><span class="lineno"><a class="line" href="namespaceum.html#a4667b7aa0e2926c0f0f94afaa4a0dcf2">  463</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160; )</div><div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;{</div><div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::maxRadiusClusterK&quot;</span>;</div><div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;  }</div><div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;</div><div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;  std::vector&lt;T_METRIC&gt; lovectort_maxRadiusClusterK</div><div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),T_METRIC(0));</div><div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;</div><div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt;= 1 ) {</div><div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;    <span class="keyword">const</span> T_CLUSTERIDX  lcidx_numClusterK = </div><div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;      T_CLUSTERIDX(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;</div><div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;    <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>(); aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;      T_CLUSTERIDX lcidx_xinK =</div><div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;        aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;      </div><div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;      <span class="keywordflow">if</span> ( 0 &lt;= lcidx_xinK  &amp;&amp; lcidx_xinK &lt;  lcidx_numClusterK  ) {</div><div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;</div><div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;        </div><div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;        T_METRIC lt_distInstCentroid = </div><div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;          (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lcidx_xinK),</div><div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;           linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;           );</div><div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;</div><div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;        <span class="keywordflow">if</span> ( lovectort_maxRadiusClusterK[lcidx_xinK] &lt;  lt_distInstCentroid )</div><div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;          lovectort_maxRadiusClusterK[lcidx_xinK] = lt_distInstCentroid;</div><div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;          </div><div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;      }</div><div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;    }</div><div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;  }</div><div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;</div><div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;    std::ostringstream lostrstream_labelRadium;</div><div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;    lostrstream_labelRadium &lt;&lt; <span class="stringliteral">&quot;&lt;MAXRADIUSCLUSTERK: &quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;                            &lt;&lt; <span class="stringliteral">&quot;lovectort_maxRadiusClusterK[&quot;</span> &lt;&lt; &amp;lovectort_maxRadiusClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;      (lovectort_maxRadiusClusterK.begin(),</div><div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;       lovectort_maxRadiusClusterK.end(),</div><div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;       std::cout,</div><div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;       lostrstream_labelRadium.str().c_str(),</div><div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;       );</div><div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;  }</div><div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;</div><div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;  <span class="keywordflow">return</span> lovectort_maxRadiusClusterK;</div><div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;    </div><div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;}</div><div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;</div><div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;           &gt;</div><div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;T_METRIC</div><div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;<a class="code" href="namespaceum.html#ac9c4b9777bb97ada898b3d1bc2621996">diameterClusterKj</a></div><div class="line"><a name="l00554"></a><span class="lineno"><a class="line" href="namespaceum.html#ac9c4b9777bb97ada898b3d1bc2621996">  554</a></span>&#160;(<span class="keyword">const</span> T_CLUSTERIDX                      aicidx_Clusterj,</div><div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a> &amp;aipartlink_memberShip,</div><div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160; INPUT_ITERATOR                          aiiterator_instfirst,</div><div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160; )</div><div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;{</div><div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;    literpart_j(&amp;aipartlink_memberShip);</div><div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;    literpart_k(&amp;aipartlink_memberShip);</div><div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;  T_METRIC  lot_delta = T_METRIC(0);</div><div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;</div><div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;  <span class="keywordflow">for</span> ( literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(aicidx_Clusterj); literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;    <span class="keywordflow">for</span> ( literpart_k.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(aicidx_Clusterj); literpart_k.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_k.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_j = *std::next(aiiterator_instfirst,literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_k = *std::next(aiiterator_instfirst,literpart_k.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;      T_METRIC lt_distk =</div><div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;        (linst_j-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;         linst_k-&gt;getFeatures(),</div><div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;         <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;         );</div><div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;      <span class="keywordflow">if</span> ( lot_delta &lt; lt_distk )</div><div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;        lot_delta = lt_distk;</div><div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;    }</div><div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;  }</div><div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;</div><div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;  <span class="keywordflow">return</span> lot_delta;</div><div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;}</div><div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;</div><div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;</div><div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;</div><div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;           &gt;</div><div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;T_METRIC</div><div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;<a class="code" href="namespaceum.html#acbada65717c92ac0a22d2f71c61526d1">radiusClusterKj</a></div><div class="line"><a name="l00602"></a><span class="lineno"><a class="line" href="namespaceum.html#acbada65717c92ac0a22d2f71c61526d1">  602</a></span>&#160;(<span class="keyword">const</span> T_CLUSTERIDX                      aicidx_Clusterj,</div><div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160; <span class="keyword">const</span> T_FEATURE*                        ait_centroid, </div><div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a> &amp;aipartlink_memberShip,</div><div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160; INPUT_ITERATOR                          aiiterator_instfirst,</div><div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160; )</div><div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;{</div><div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;    literpart_j(&amp;aipartlink_memberShip);</div><div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;</div><div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;  T_METRIC  lot_delta = T_METRIC(0);</div><div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;</div><div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;  <span class="keywordflow">for</span> ( literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(aicidx_Clusterj); literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;    </div><div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_j = *std::next(aiiterator_instfirst,literpart_j.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;</div><div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;    T_METRIC lt_distk =</div><div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;      (linst_j-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;       ait_centroid,</div><div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;       );</div><div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;    <span class="keywordflow">if</span> ( lot_delta &lt; lt_distk )</div><div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;      lot_delta = lt_distk;</div><div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;  }</div><div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;  </div><div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;  <span class="keywordflow">return</span> lot_delta;</div><div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;}</div><div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;</div><div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;</div><div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;</div><div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;           &gt;</div><div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;T_METRIC</div><div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;<a class="code" href="namespaceum.html#a659ac7560d0d7b1243dd9ef479e2f80f">D2</a></div><div class="line"><a name="l00659"></a><span class="lineno"><a class="line" href="namespaceum.html#a659ac7560d0d7b1243dd9ef479e2f80f">  659</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>          &amp;aimatrixrowt_S,     <span class="comment">//Ci</span></div><div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160; <span class="keyword">const</span> <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a> &amp;aipartition_clustersBkinCi, <span class="comment">//Centroids</span></div><div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160; <span class="keyword">const</span> <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a> &amp;aipartition_clustersBi,      <span class="comment">//OjinVk</span></div><div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>          &amp;aimatrixrowt_Vi,</div><div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160; <span class="keyword">const</span> std::vector&lt;T_METRIC&gt;              &amp;aivectorr_meanRadiusBk,</div><div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160; INPUT_ITERATOR                           aiiterator_instfirst,</div><div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                     aiiterator_instlast,</div><div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>     &amp;aifunc2p_dist</div><div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160; )</div><div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;{</div><div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;  std::vector&lt;T_METRIC&gt;   lvectort_sumDistOjSi(aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),0);</div><div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;  std::vector&lt;uintidx&gt;    lvectort_numOjinCi(aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(0));</div><div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160; </div><div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;</div><div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::D2&quot;</span>;</div><div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>   </div><div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixrowt_S[&quot;</span> </div><div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;              &lt;&lt; &amp;aimatrixrowt_S &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; NumRows: &quot;</span> &lt;&lt; aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()</div><div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\ninput  partition::Partition&lt;&gt;&amp;: aipartition_clustersBkinCi&quot;</span> </div><div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;              &lt;&lt; &amp;aipartition_clustersBkinCi &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  partition::Partition&lt;&gt;&amp;: aipartition_clustersBi[&quot;</span></div><div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;              &lt;&lt; &amp;aipartition_clustersBi  &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\nmat::MatrixRow&lt;T_FEATURE&gt;: aimatrixrowt_Vi[&quot;</span></div><div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;              &lt;&lt; &amp;aimatrixrowt_Vi &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; NumRows: &quot;</span> &lt;&lt; aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;  }</div><div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;</div><div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  luintidx_Oj = 0;</div><div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst, luintidx_Oj++) {</div><div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;    T_CLUSTERIDX luintidx_OjinBk =</div><div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;      aipartition_clustersBi.<a class="code" href="classpartition_1_1_partition.html#ae8db479b240da90b4058e35ffce182ac">getClusterIdx</a>(luintidx_Oj);</div><div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;    T_CLUSTERIDX luintidx_OjinCi =</div><div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;      aipartition_clustersBkinCi.<a class="code" href="classpartition_1_1_partition.html#ae8db479b240da90b4058e35ffce182ac">getClusterIdx</a>(luintidx_OjinBk);</div><div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;    </div><div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div 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name="l00708"></a><span class="lineno">  708</span>&#160;       );</div><div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;    ++lvectort_numOjinCi.at(luintidx_OjinCi);</div><div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;    </div><div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;  }</div><div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;</div><div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;  <span class="comment">/*The mean radius of Ci</span></div><div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;<span class="comment">   */</span>  </div><div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;  std::vector&lt;T_METRIC&gt;  lvectorr_meanRadiusCi(aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a 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722</span>&#160;  T_METRIC lot_maxD2 = 0; </div><div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;  </div><div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  luintidx_Bk = 0; luintidx_Bk &lt; aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Bk++) {</div><div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;    </div><div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;    T_CLUSTERIDX luintidx_BkinCi =</div><div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;      aipartition_clustersBkinCi.<a class="code" href="classpartition_1_1_partition.html#ae8db479b240da90b4058e35ffce182ac">getClusterIdx</a>(luintidx_Bk);</div><div class="line"><a name="l00728"></a><span class="lineno">  728</span>&#160;</div><div class="line"><a name="l00729"></a><span class="lineno">  729</span>&#160;    T_METRIC  lt_quotientRadius = (aivectorr_meanRadiusBk[luintidx_Bk]&gt;0)?</div><div class="line"><a name="l00730"></a><span class="lineno">  730</span>&#160;      lvectorr_meanRadiusCi[luintidx_BkinCi] / aivectorr_meanRadiusBk[luintidx_Bk]:0.0;</div><div class="line"><a name="l00731"></a><span class="lineno">  731</span>&#160;    </div><div class="line"><a name="l00732"></a><span class="lineno">  732</span>&#160;    <span class="keywordflow">if</span> ( lt_quotientRadius &gt; lot_maxD2 )</div><div class="line"><a name="l00733"></a><span class="lineno">  733</span>&#160;      lot_maxD2 = lt_quotientRadius;</div><div class="line"><a name="l00734"></a><span class="lineno">  734</span>&#160;     </div><div class="line"><a name="l00735"></a><span class="lineno">  735</span>&#160;  }</div><div class="line"><a name="l00736"></a><span class="lineno">  736</span>&#160;</div><div class="line"><a name="l00737"></a><span class="lineno">  737</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00738"></a><span class="lineno">  738</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00739"></a><span class="lineno">  739</span>&#160;    std::cout</div><div class="line"><a name="l00740"></a><span class="lineno">  740</span>&#160;      &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00741"></a><span class="lineno">  741</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span> &lt;&lt;  <span class="stringliteral">&quot; lot_maxD2 = &quot;</span> &lt;&lt; lot_maxD2 &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l00742"></a><span class="lineno">  742</span>&#160;</div><div class="line"><a name="l00743"></a><span class="lineno">  743</span>&#160;    std::ostringstream lostrstream_labelmeanRadiusCi;</div><div class="line"><a name="l00744"></a><span class="lineno">  744</span>&#160;    lostrstream_labelmeanRadiusCi &lt;&lt; <span class="stringliteral">&quot;&lt;MEANRADIUSCi:&quot;</span> &lt;&lt; lpc_labelFunc;</div><div class="line"><a name="l00745"></a><span class="lineno">  745</span>&#160;</div><div class="line"><a name="l00746"></a><span class="lineno">  746</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l00747"></a><span class="lineno">  747</span>&#160;      (lvectorr_meanRadiusCi.begin(),</div><div class="line"><a name="l00748"></a><span class="lineno">  748</span>&#160;       lvectorr_meanRadiusCi.end(),</div><div class="line"><a name="l00749"></a><span class="lineno">  749</span>&#160;       std::cout,</div><div class="line"><a name="l00750"></a><span class="lineno">  750</span>&#160;       lostrstream_labelmeanRadiusCi.str().c_str(),</div><div class="line"><a name="l00751"></a><span class="lineno">  751</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l00752"></a><span class="lineno">  752</span>&#160;       );</div><div class="line"><a name="l00753"></a><span class="lineno">  753</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00754"></a><span class="lineno">  754</span>&#160;  }</div><div class="line"><a name="l00755"></a><span class="lineno">  755</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00756"></a><span class="lineno">  756</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00757"></a><span class="lineno">  757</span>&#160;</div><div class="line"><a name="l00758"></a><span class="lineno">  758</span>&#160;  <span class="keywordflow">return</span> lot_maxD2;</div><div class="line"><a name="l00759"></a><span class="lineno">  759</span>&#160;</div><div class="line"><a name="l00760"></a><span class="lineno">  760</span>&#160;}</div><div class="line"><a name="l00761"></a><span class="lineno">  761</span>&#160;</div><div class="line"><a name="l00762"></a><span class="lineno">  762</span>&#160;</div><div class="line"><a name="l00771"></a><span class="lineno">  771</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00772"></a><span class="lineno">  772</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l00773"></a><span class="lineno">  773</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00774"></a><span class="lineno">  774</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00775"></a><span class="lineno">  775</span>&#160;           &gt;</div><div class="line"><a name="l00776"></a><span class="lineno">  776</span>&#160;T_METRIC</div><div class="line"><a name="l00777"></a><span class="lineno">  777</span>&#160;<a class="code" href="namespaceum.html#afd59ddda70e29cf009ccb0113bf0d668">Dintra</a></div><div class="line"><a name="l00778"></a><span class="lineno"><a class="line" href="namespaceum.html#afd59ddda70e29cf009ccb0113bf0d668">  778</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>           &amp;aimatrixrowt_S,</div><div class="line"><a name="l00779"></a><span class="lineno">  779</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>           &amp;aimatrixrowt_Vi,</div><div class="line"><a name="l00780"></a><span class="lineno">  780</span>&#160; <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aivectort_numInstBi,</div><div class="line"><a name="l00781"></a><span class="lineno">  781</span>&#160; <span class="keyword">const</span> <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>  &amp;aipartition_clustersBkinCi,</div><div class="line"><a name="l00782"></a><span class="lineno">  782</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>      &amp;aifunc2p_dist</div><div class="line"><a name="l00783"></a><span class="lineno">  783</span>&#160; )</div><div class="line"><a name="l00784"></a><span class="lineno">  784</span>&#160;{</div><div class="line"><a name="l00785"></a><span class="lineno">  785</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00786"></a><span class="lineno">  786</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00787"></a><span class="lineno">  787</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00788"></a><span class="lineno">  788</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::Dintra&lt;&gt;  IN&quot;</span></div><div class="line"><a name="l00789"></a><span class="lineno">  789</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00790"></a><span class="lineno">  790</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixrowt_S[&quot;</span> </div><div class="line"><a name="l00791"></a><span class="lineno">  791</span>&#160;              &lt;&lt; &amp;aimatrixrowt_S &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; size: &quot;</span> &lt;&lt; aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()  &lt;&lt; <span class="charliteral">&#39;\n&#39;</span> </div><div class="line"><a name="l00792"></a><span class="lineno">  792</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixrowt_Vi[&quot;</span> </div><div class="line"><a name="l00793"></a><span class="lineno">  793</span>&#160;              &lt;&lt; &amp;aimatrixrowt_Vi &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; size: &quot;</span> &lt;&lt; aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()  &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l00794"></a><span class="lineno">  794</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  std::vector&lt;T_INSTANCES_CLUSTER_K&gt;&amp;: aivectort_numInstBi[&quot;</span> </div><div class="line"><a name="l00795"></a><span class="lineno">  795</span>&#160;              &lt;&lt; &amp;aivectort_numInstBi &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot; size: &quot;</span> &lt;&lt; aivectort_numInstBi.size()  &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l00796"></a><span class="lineno">  796</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  partition::Partition&lt;T_CLUSTERIDX&gt;&amp;: aipartition_clustersBkinCi[&quot;</span> </div><div class="line"><a name="l00797"></a><span class="lineno">  797</span>&#160;              &lt;&lt; &amp;aipartition_clustersBkinCi &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00798"></a><span class="lineno">  798</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00799"></a><span class="lineno">  799</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00800"></a><span class="lineno">  800</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00801"></a><span class="lineno">  801</span>&#160;  }</div><div class="line"><a name="l00802"></a><span class="lineno">  802</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00803"></a><span class="lineno">  803</span>&#160;</div><div class="line"><a name="l00804"></a><span class="lineno">  804</span>&#160;  T_METRIC lort_Dintra = 0.0;</div><div class="line"><a name="l00805"></a><span class="lineno">  805</span>&#160;  T_CLUSTERIDX   lcidx_numClusterK = (T_CLUSTERIDX) aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>();</div><div class="line"><a name="l00806"></a><span class="lineno">  806</span>&#160;</div><div class="line"><a name="l00807"></a><span class="lineno">  807</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_Vi = 0; luintidx_Vi &lt; aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Vi++) {</div><div class="line"><a name="l00808"></a><span class="lineno">  808</span>&#160;    </div><div class="line"><a name="l00809"></a><span class="lineno">  809</span>&#160;    T_CLUSTERIDX lcidx_ViinCj =</div><div class="line"><a name="l00810"></a><span class="lineno">  810</span>&#160;      aipartition_clustersBkinCi.<a class="code" href="classpartition_1_1_partition.html#ae8db479b240da90b4058e35ffce182ac">getClusterIdx</a>(luintidx_Vi);</div><div class="line"><a name="l00811"></a><span class="lineno">  811</span>&#160;</div><div class="line"><a name="l00812"></a><span class="lineno">  812</span>&#160;    <span class="keywordflow">if</span> ( 0 &lt;= lcidx_ViinCj  &amp;&amp; lcidx_ViinCj &lt; lcidx_numClusterK ) {</div><div class="line"><a name="l00813"></a><span class="lineno">  813</span>&#160;      </div><div class="line"><a name="l00814"></a><span class="lineno">  814</span>&#160;      lort_Dintra += </div><div class="line"><a name="l00815"></a><span class="lineno">  815</span>&#160;        (T_METRIC)</div><div class="line"><a name="l00816"></a><span class="lineno">  816</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l00817"></a><span class="lineno">  817</span>&#160;        (aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lcidx_ViinCj),</div><div class="line"><a name="l00818"></a><span class="lineno">  818</span>&#160;         aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_Vi),</div><div class="line"><a name="l00819"></a><span class="lineno">  819</span>&#160;         <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00820"></a><span class="lineno">  820</span>&#160;         )</div><div class="line"><a name="l00821"></a><span class="lineno">  821</span>&#160;        * (T_METRIC) aivectort_numInstBi.at(luintidx_Vi);</div><div class="line"><a name="l00822"></a><span class="lineno">  822</span>&#160;      </div><div class="line"><a name="l00823"></a><span class="lineno">  823</span>&#160;    }</div><div class="line"><a name="l00824"></a><span class="lineno">  824</span>&#160;    <span class="keywordflow">else</span> {</div><div class="line"><a name="l00825"></a><span class="lineno">  825</span>&#160;      std::cout</div><div class="line"><a name="l00826"></a><span class="lineno">  826</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;um::Dintra: warning out of range number of clusters [0,&quot;</span></div><div class="line"><a name="l00827"></a><span class="lineno">  827</span>&#160;        &lt;&lt; lcidx_numClusterK -1</div><div class="line"><a name="l00828"></a><span class="lineno">  828</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;] the value is &quot;</span> &lt;&lt; lcidx_ViinCj</div><div class="line"><a name="l00829"></a><span class="lineno">  829</span>&#160;        &lt;&lt; std::endl;  </div><div class="line"><a name="l00830"></a><span class="lineno">  830</span>&#160;    }</div><div class="line"><a name="l00831"></a><span class="lineno">  831</span>&#160;  }</div><div class="line"><a name="l00832"></a><span class="lineno">  832</span>&#160;</div><div class="line"><a name="l00833"></a><span class="lineno">  833</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00834"></a><span class="lineno">  834</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00835"></a><span class="lineno">  835</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::Dintra&lt;&gt;  OUT&quot;</span></div><div class="line"><a name="l00836"></a><span class="lineno">  836</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span> &lt;&lt; <span class="stringliteral">&quot; lort_Dintra = &quot;</span> &lt;&lt; lort_Dintra </div><div class="line"><a name="l00837"></a><span class="lineno">  837</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00838"></a><span class="lineno">  838</span>&#160;  }</div><div class="line"><a name="l00839"></a><span class="lineno">  839</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00840"></a><span class="lineno">  840</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00841"></a><span class="lineno">  841</span>&#160;</div><div class="line"><a name="l00842"></a><span class="lineno">  842</span>&#160;  <span class="keywordflow">return</span> lort_Dintra;</div><div class="line"><a name="l00843"></a><span class="lineno">  843</span>&#160;</div><div class="line"><a name="l00844"></a><span class="lineno">  844</span>&#160;}</div><div class="line"><a name="l00845"></a><span class="lineno">  845</span>&#160;</div><div class="line"><a name="l00846"></a><span class="lineno">  846</span>&#160;</div><div class="line"><a name="l00855"></a><span class="lineno">  855</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00856"></a><span class="lineno">  856</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l00857"></a><span class="lineno">  857</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l00858"></a><span class="lineno">  858</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00859"></a><span class="lineno">  859</span>&#160;           &gt;</div><div class="line"><a name="l00860"></a><span class="lineno">  860</span>&#160;T_METRIC</div><div class="line"><a name="l00861"></a><span class="lineno">  861</span>&#160;<a class="code" href="namespaceum.html#ae447a0558845df2a5f208de33081c167">Dinter</a></div><div class="line"><a name="l00862"></a><span class="lineno"><a class="line" href="namespaceum.html#ae447a0558845df2a5f208de33081c167">  862</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>           &amp;aimatrixrowt_S,</div><div class="line"><a name="l00863"></a><span class="lineno">  863</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>           &amp;aimatrixrowt_Vi,</div><div class="line"><a name="l00864"></a><span class="lineno">  864</span>&#160; <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aivectort_numInstBi,</div><div class="line"><a name="l00865"></a><span class="lineno">  865</span>&#160; <span class="keyword">const</span> <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>  &amp;aipartition_clustersBkinCi,</div><div class="line"><a name="l00866"></a><span class="lineno">  866</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>      &amp;aifunc2p_dist</div><div class="line"><a name="l00867"></a><span class="lineno">  867</span>&#160; )</div><div class="line"><a name="l00868"></a><span class="lineno">  868</span>&#160;{</div><div class="line"><a name="l00869"></a><span class="lineno">  869</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00870"></a><span class="lineno">  870</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00871"></a><span class="lineno">  871</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00872"></a><span class="lineno">  872</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::Dinter&lt;&gt;  IN&quot;</span></div><div class="line"><a name="l00873"></a><span class="lineno">  873</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00874"></a><span class="lineno">  874</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixrowt_S[&quot;</span> </div><div class="line"><a name="l00875"></a><span class="lineno">  875</span>&#160;              &lt;&lt; &amp;aimatrixrowt_S &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00876"></a><span class="lineno">  876</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixrowt_Vi[&quot;</span> </div><div class="line"><a name="l00877"></a><span class="lineno">  877</span>&#160;              &lt;&lt; &amp;aimatrixrowt_Vi &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00878"></a><span class="lineno">  878</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  std::vector&lt;T_INSTANCES_CLUSTER_K&gt;&amp;: aivectort_numInstBi[&quot;</span> </div><div class="line"><a name="l00879"></a><span class="lineno">  879</span>&#160;              &lt;&lt; &amp;aivectort_numInstBi &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00880"></a><span class="lineno">  880</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  partition::Partition&lt;T_CLUSTERIDX&gt;&amp;: aipartition_clustersBkinCi[&quot;</span> </div><div class="line"><a name="l00881"></a><span class="lineno">  881</span>&#160;              &lt;&lt; &amp;aipartition_clustersBkinCi &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00882"></a><span class="lineno">  882</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00883"></a><span class="lineno">  883</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00884"></a><span class="lineno">  884</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00885"></a><span class="lineno">  885</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00886"></a><span class="lineno">  886</span>&#160;  }</div><div class="line"><a name="l00887"></a><span class="lineno">  887</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00888"></a><span class="lineno">  888</span>&#160;</div><div class="line"><a name="l00889"></a><span class="lineno">  889</span>&#160;  T_METRIC lort_Dinter = 0.0;</div><div class="line"><a name="l00890"></a><span class="lineno">  890</span>&#160;  T_CLUSTERIDX lcidx_numClusterK = (T_CLUSTERIDX) aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>();</div><div class="line"><a name="l00891"></a><span class="lineno">  891</span>&#160;</div><div class="line"><a name="l00892"></a><span class="lineno">  892</span>&#160;  <span class="keywordflow">if</span> ( aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l00893"></a><span class="lineno">  893</span>&#160;</div><div class="line"><a name="l00894"></a><span class="lineno">  894</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_Vi = 0; luintidx_Vi &lt; aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Vi++) {</div><div class="line"><a name="l00895"></a><span class="lineno">  895</span>&#160; </div><div class="line"><a name="l00896"></a><span class="lineno">  896</span>&#160;      T_METRIC  lt_distMinVkSj = std::numeric_limits&lt;T_METRIC&gt;::max();</div><div class="line"><a name="l00897"></a><span class="lineno">  897</span>&#160; </div><div class="line"><a name="l00898"></a><span class="lineno">  898</span>&#160;      T_CLUSTERIDX lcidx_ViinCj =</div><div class="line"><a name="l00899"></a><span class="lineno">  899</span>&#160;        aipartition_clustersBkinCi.<a class="code" href="classpartition_1_1_partition.html#ae8db479b240da90b4058e35ffce182ac">getClusterIdx</a>(luintidx_Vi);</div><div class="line"><a name="l00900"></a><span class="lineno">  900</span>&#160;      <span class="keywordflow">if</span> ( 0 &lt;= lcidx_ViinCj  &amp;&amp; lcidx_ViinCj &lt; lcidx_numClusterK  ) {</div><div class="line"><a name="l00901"></a><span class="lineno">  901</span>&#160;        <span class="keywordflow">for</span> ( T_CLUSTERIDX  lcidx_Cj = 0; lcidx_Cj &lt; lcidx_numClusterK; lcidx_Cj++) { </div><div class="line"><a name="l00902"></a><span class="lineno">  902</span>&#160;          <span class="keywordflow">if</span> ( lcidx_Cj != lcidx_ViinCj ) {</div><div class="line"><a name="l00903"></a><span class="lineno">  903</span>&#160;            T_METRIC lt_distVkSj = </div><div class="line"><a name="l00904"></a><span class="lineno">  904</span>&#160;              aifunc2p_dist</div><div class="line"><a name="l00905"></a><span class="lineno">  905</span>&#160;              (aimatrixrowt_S.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lcidx_Cj),</div><div class="line"><a name="l00906"></a><span class="lineno">  906</span>&#160;               aimatrixrowt_Vi.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_Vi),</div><div class="line"><a name="l00907"></a><span class="lineno">  907</span>&#160;              </div><div class="line"><a name="l00908"></a><span class="lineno">  908</span>&#160;               <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00909"></a><span class="lineno">  909</span>&#160;               ); </div><div class="line"><a name="l00910"></a><span class="lineno">  910</span>&#160;            <span class="keywordflow">if</span> ( lt_distVkSj &lt; lt_distMinVkSj )</div><div class="line"><a name="l00911"></a><span class="lineno">  911</span>&#160;              lt_distMinVkSj = lt_distVkSj;</div><div class="line"><a name="l00912"></a><span class="lineno">  912</span>&#160;          }</div><div class="line"><a name="l00913"></a><span class="lineno">  913</span>&#160;        } <span class="comment">//for cluster</span></div><div class="line"><a name="l00914"></a><span class="lineno">  914</span>&#160;        lort_Dinter += (T_METRIC) lt_distMinVkSj * (T_METRIC) aivectort_numInstBi.at(luintidx_Vi); </div><div class="line"><a name="l00915"></a><span class="lineno">  915</span>&#160;      }</div><div class="line"><a name="l00916"></a><span class="lineno">  916</span>&#160;    }    </div><div class="line"><a name="l00917"></a><span class="lineno">  917</span>&#160;  } <span class="comment">//END IF </span></div><div class="line"><a name="l00918"></a><span class="lineno">  918</span>&#160;</div><div class="line"><a name="l00919"></a><span class="lineno">  919</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00920"></a><span class="lineno">  920</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00921"></a><span class="lineno">  921</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::Dinter&lt;&gt;  OUT&quot;</span></div><div class="line"><a name="l00922"></a><span class="lineno">  922</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span> &lt;&lt; <span class="stringliteral">&quot; lort_Dinter = &quot;</span> &lt;&lt; lort_Dinter </div><div class="line"><a name="l00923"></a><span class="lineno">  923</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00924"></a><span class="lineno">  924</span>&#160;  }</div><div class="line"><a name="l00925"></a><span class="lineno">  925</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00926"></a><span class="lineno">  926</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00927"></a><span class="lineno">  927</span>&#160;</div><div class="line"><a name="l00928"></a><span class="lineno">  928</span>&#160;  <span class="keywordflow">return</span> lort_Dinter;</div><div class="line"><a name="l00929"></a><span class="lineno">  929</span>&#160;</div><div class="line"><a name="l00930"></a><span class="lineno">  930</span>&#160;}</div><div class="line"><a name="l00931"></a><span class="lineno">  931</span>&#160;</div><div class="line"><a name="l00932"></a><span class="lineno">  932</span>&#160;</div><div class="line"><a name="l00941"></a><span class="lineno">  941</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l00942"></a><span class="lineno">  942</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00943"></a><span class="lineno">  943</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l00944"></a><span class="lineno">  944</span>&#160;           &gt;</div><div class="line"><a name="l00945"></a><span class="lineno">  945</span>&#160;T_METRIC</div><div class="line"><a name="l00946"></a><span class="lineno">  946</span>&#160;<a class="code" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">e1</a></div><div class="line"><a name="l00947"></a><span class="lineno"><a class="line" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">  947</a></span>&#160;(<span class="keyword">const</span> T_FEATURE                      *aiarrayt_meanInstances,</div><div class="line"><a name="l00948"></a><span class="lineno">  948</span>&#160; INPUT_ITERATOR                       aiiterator_instfirst,</div><div class="line"><a name="l00949"></a><span class="lineno">  949</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                 aiiterator_instlast,</div><div class="line"><a name="l00950"></a><span class="lineno">  950</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l00951"></a><span class="lineno">  951</span>&#160; ) </div><div class="line"><a name="l00952"></a><span class="lineno">  952</span>&#160;{</div><div class="line"><a name="l00953"></a><span class="lineno">  953</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00954"></a><span class="lineno">  954</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::e1&quot;</span>;</div><div class="line"><a name="l00955"></a><span class="lineno">  955</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00956"></a><span class="lineno">  956</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00957"></a><span class="lineno">  957</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l00958"></a><span class="lineno">  958</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00959"></a><span class="lineno">  959</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00960"></a><span class="lineno">  960</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input const aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00961"></a><span class="lineno">  961</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;input dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00962"></a><span class="lineno">  962</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00963"></a><span class="lineno">  963</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l00964"></a><span class="lineno">  964</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00965"></a><span class="lineno">  965</span>&#160;  }</div><div class="line"><a name="l00966"></a><span class="lineno">  966</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00967"></a><span class="lineno">  967</span>&#160;</div><div class="line"><a name="l00968"></a><span class="lineno">  968</span>&#160;  T_METRIC lrt_e1 = T_METRIC(0);</div><div class="line"><a name="l00969"></a><span class="lineno">  969</span>&#160;</div><div class="line"><a name="l00970"></a><span class="lineno">  970</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l00971"></a><span class="lineno">  971</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l00972"></a><span class="lineno">  972</span>&#160;      (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l00973"></a><span class="lineno">  973</span>&#160;    lrt_e1 += </div><div class="line"><a name="l00974"></a><span class="lineno">  974</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l00975"></a><span class="lineno">  975</span>&#160;      (aiarrayt_meanInstances,</div><div class="line"><a name="l00976"></a><span class="lineno">  976</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l00977"></a><span class="lineno">  977</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l00978"></a><span class="lineno">  978</span>&#160;       ); </div><div class="line"><a name="l00979"></a><span class="lineno">  979</span>&#160;  }</div><div class="line"><a name="l00980"></a><span class="lineno">  980</span>&#160;  </div><div class="line"><a name="l00981"></a><span class="lineno">  981</span>&#160;</div><div class="line"><a name="l00982"></a><span class="lineno">  982</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00983"></a><span class="lineno">  983</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00984"></a><span class="lineno">  984</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l00985"></a><span class="lineno">  985</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span> &lt;&lt; <span class="stringliteral">&quot; lrt_e1 = &quot;</span> &lt;&lt; lrt_e1</div><div class="line"><a name="l00986"></a><span class="lineno">  986</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l00987"></a><span class="lineno">  987</span>&#160;  }</div><div class="line"><a name="l00988"></a><span class="lineno">  988</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00989"></a><span class="lineno">  989</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l00990"></a><span class="lineno">  990</span>&#160;</div><div class="line"><a name="l00991"></a><span class="lineno">  991</span>&#160;  <span class="keywordflow">return</span> lrt_e1;</div><div class="line"><a name="l00992"></a><span class="lineno">  992</span>&#160;    </div><div class="line"><a name="l00993"></a><span class="lineno">  993</span>&#160;}</div><div class="line"><a name="l00994"></a><span class="lineno">  994</span>&#160;</div><div class="line"><a name="l00995"></a><span class="lineno">  995</span>&#160;  </div><div class="line"><a name="l01034"></a><span class="lineno"> 1034</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01035"></a><span class="lineno"> 1035</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01036"></a><span class="lineno"> 1036</span>&#160;           <span class="keyword">typename</span> FUNCINSTFREQUENCY, <span class="comment">//RETURN INSTANCE_FREQUENCY AS TYPEDATA T_METRIC</span></div><div class="line"><a name="l01037"></a><span class="lineno"> 1037</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01038"></a><span class="lineno"> 1038</span>&#160;           &gt;</div><div class="line"><a name="l01039"></a><span class="lineno"> 1039</span>&#160;T_METRIC</div><div class="line"><a name="l01040"></a><span class="lineno"> 1040</span>&#160;<a class="code" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">e1</a></div><div class="line"><a name="l01041"></a><span class="lineno"><a class="line" href="namespaceum.html#a2c9cfebda53391da144943d8092d3dd6"> 1041</a></span>&#160;(<span class="keyword">const</span> T_FEATURE                       *aiarrayt_meanInstances,</div><div class="line"><a name="l01042"></a><span class="lineno"> 1042</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l01043"></a><span class="lineno"> 1043</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l01044"></a><span class="lineno"> 1044</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist,</div><div class="line"><a name="l01045"></a><span class="lineno"> 1045</span>&#160; <span class="keyword">const</span> FUNCINSTFREQUENCY               func_instfrequency</div><div class="line"><a name="l01046"></a><span class="lineno"> 1046</span>&#160; ) </div><div class="line"><a name="l01047"></a><span class="lineno"> 1047</span>&#160;{</div><div class="line"><a name="l01048"></a><span class="lineno"> 1048</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01049"></a><span class="lineno"> 1049</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::e1&quot;</span>;</div><div class="line"><a name="l01050"></a><span class="lineno"> 1050</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01051"></a><span class="lineno"> 1051</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01052"></a><span class="lineno"> 1052</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01053"></a><span class="lineno"> 1053</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01054"></a><span class="lineno"> 1054</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(input const const *aiarrayt_meanInstances[&quot;</span></div><div class="line"><a name="l01055"></a><span class="lineno"> 1055</span>&#160;              &lt;&lt; aiarrayt_meanInstances &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01056"></a><span class="lineno"> 1056</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01057"></a><span class="lineno"> 1057</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01058"></a><span class="lineno"> 1058</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l01059"></a><span class="lineno"> 1059</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01060"></a><span class="lineno"> 1060</span>&#160;  }</div><div class="line"><a name="l01061"></a><span class="lineno"> 1061</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01062"></a><span class="lineno"> 1062</span>&#160;</div><div class="line"><a name="l01063"></a><span class="lineno"> 1063</span>&#160;  T_METRIC lrt_e1 = T_METRIC(0);</div><div class="line"><a name="l01064"></a><span class="lineno"> 1064</span>&#160;</div><div class="line"><a name="l01065"></a><span class="lineno"> 1065</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l01066"></a><span class="lineno"> 1066</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l01067"></a><span class="lineno"> 1067</span>&#160;    lrt_e1 += </div><div class="line"><a name="l01068"></a><span class="lineno"> 1068</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l01069"></a><span class="lineno"> 1069</span>&#160;      (aiarrayt_meanInstances,</div><div class="line"><a name="l01070"></a><span class="lineno"> 1070</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01071"></a><span class="lineno"> 1071</span>&#160;       <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l01072"></a><span class="lineno"> 1072</span>&#160;       )</div><div class="line"><a name="l01073"></a><span class="lineno"> 1073</span>&#160;      * func_instfrequency(linst_inter);</div><div class="line"><a name="l01074"></a><span class="lineno"> 1074</span>&#160;  }</div><div class="line"><a name="l01075"></a><span class="lineno"> 1075</span>&#160;  </div><div class="line"><a name="l01076"></a><span class="lineno"> 1076</span>&#160;</div><div class="line"><a name="l01077"></a><span class="lineno"> 1077</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01078"></a><span class="lineno"> 1078</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01079"></a><span class="lineno"> 1079</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01080"></a><span class="lineno"> 1080</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span> &lt;&lt; <span class="stringliteral">&quot; lrt_e1 = &quot;</span> &lt;&lt; lrt_e1</div><div class="line"><a name="l01081"></a><span class="lineno"> 1081</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01082"></a><span class="lineno"> 1082</span>&#160;  }</div><div class="line"><a name="l01083"></a><span class="lineno"> 1083</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01084"></a><span class="lineno"> 1084</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01085"></a><span class="lineno"> 1085</span>&#160;</div><div class="line"><a name="l01086"></a><span class="lineno"> 1086</span>&#160;  <span class="keywordflow">return</span> lrt_e1;</div><div class="line"><a name="l01087"></a><span class="lineno"> 1087</span>&#160;    </div><div class="line"><a name="l01088"></a><span class="lineno"> 1088</span>&#160;}</div><div class="line"><a name="l01089"></a><span class="lineno"> 1089</span>&#160;</div><div class="line"><a name="l01102"></a><span class="lineno"> 1102</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01103"></a><span class="lineno"> 1103</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01104"></a><span class="lineno"> 1104</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l01105"></a><span class="lineno"> 1105</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01106"></a><span class="lineno"> 1106</span>&#160;           &gt;</div><div class="line"><a name="l01107"></a><span class="lineno"> 1107</span>&#160;std::tuple</div><div class="line"><a name="l01108"></a><span class="lineno"> 1108</span>&#160;&lt;std::vector&lt;T_METRIC&gt;,</div><div class="line"><a name="l01109"></a><span class="lineno"> 1109</span>&#160; std::vector&lt;uintidx&gt;</div><div class="line"><a name="l01110"></a><span class="lineno"> 1110</span>&#160; &gt;</div><div class="line"><a name="l01111"></a><span class="lineno"> 1111</span>&#160;<a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l01112"></a><span class="lineno"><a class="line" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb"> 1112</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>      &amp;aimatrixt_centroids,</div><div class="line"><a name="l01113"></a><span class="lineno"> 1113</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l01114"></a><span class="lineno"> 1114</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l01115"></a><span class="lineno"> 1115</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l01116"></a><span class="lineno"> 1116</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l01117"></a><span class="lineno"> 1117</span>&#160; )</div><div class="line"><a name="l01118"></a><span class="lineno"> 1118</span>&#160;{</div><div class="line"><a name="l01119"></a><span class="lineno"> 1119</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01120"></a><span class="lineno"> 1120</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::sumDistInstCentInK&quot;</span>;</div><div class="line"><a name="l01121"></a><span class="lineno"> 1121</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01122"></a><span class="lineno"> 1122</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01123"></a><span class="lineno"> 1123</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01124"></a><span class="lineno"> 1124</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01125"></a><span class="lineno"> 1125</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01126"></a><span class="lineno"> 1126</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01127"></a><span class="lineno"> 1127</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l01128"></a><span class="lineno"> 1128</span>&#160;              &lt;&lt; &amp;aipartition_clusters 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name="l01135"></a><span class="lineno"> 1135</span>&#160;</div><div class="line"><a name="l01136"></a><span class="lineno"> 1136</span>&#160;  std::vector&lt;T_METRIC&gt; lovectort_sumDistXZi</div><div class="line"><a name="l01137"></a><span class="lineno"> 1137</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),T_METRIC(0));</div><div class="line"><a name="l01138"></a><span class="lineno"> 1138</span>&#160;</div><div class="line"><a name="l01139"></a><span class="lineno"> 1139</span>&#160;  std::vector&lt;uintidx&gt; </div><div class="line"><a name="l01140"></a><span class="lineno"> 1140</span>&#160;    lovectort_numInstClusterK</div><div class="line"><a name="l01141"></a><span class="lineno"> 1141</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),</div><div class="line"><a name="l01142"></a><span class="lineno"> 1142</span>&#160;     <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(0)</div><div class="line"><a name="l01143"></a><span class="lineno"> 1143</span>&#160;     );</div><div class="line"><a name="l01144"></a><span class="lineno"> 1144</span>&#160;</div><div class="line"><a name="l01145"></a><span class="lineno"> 1145</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt;= 1 ) {</div><div class="line"><a name="l01146"></a><span class="lineno"> 1146</span>&#160;    <span class="keyword">const</span> T_CLUSTERIDX  lcidx_numClusterK = </div><div class="line"><a name="l01147"></a><span class="lineno"> 1147</span>&#160;      T_CLUSTERIDX(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l01148"></a><span class="lineno"> 1148</span>&#160;</div><div class="line"><a name="l01149"></a><span class="lineno"> 1149</span>&#160;    <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>(); aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l01150"></a><span class="lineno"> 1150</span>&#160;      T_CLUSTERIDX lcidx_xinK =</div><div class="line"><a name="l01151"></a><span class="lineno"> 1151</span>&#160;        aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l01152"></a><span class="lineno"> 1152</span>&#160;      </div><div class="line"><a name="l01153"></a><span class="lineno"> 1153</span>&#160;      <span class="keywordflow">if</span> ( 0 &lt;= lcidx_xinK  &amp;&amp; lcidx_xinK &lt;  lcidx_numClusterK  ) {</div><div class="line"><a name="l01154"></a><span class="lineno"> 1154</span>&#160;</div><div class="line"><a name="l01155"></a><span class="lineno"> 1155</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l01156"></a><span class="lineno"> 1156</span>&#160;        </div><div class="line"><a name="l01157"></a><span class="lineno"> 1157</span>&#160;        lovectort_sumDistXZi.at(lcidx_xinK) += </div><div class="line"><a name="l01158"></a><span class="lineno"> 1158</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l01159"></a><span class="lineno"> 1159</span>&#160;          (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lcidx_xinK),</div><div class="line"><a name="l01160"></a><span class="lineno"> 1160</span>&#160;           linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01161"></a><span class="lineno"> 1161</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l01162"></a><span class="lineno"> 1162</span>&#160;           );</div><div class="line"><a name="l01163"></a><span class="lineno"> 1163</span>&#160;</div><div class="line"><a name="l01164"></a><span class="lineno"> 1164</span>&#160;        ++lovectort_numInstClusterK.at(lcidx_xinK);</div><div class="line"><a name="l01165"></a><span class="lineno"> 1165</span>&#160;</div><div class="line"><a name="l01166"></a><span class="lineno"> 1166</span>&#160;      }</div><div class="line"><a name="l01167"></a><span class="lineno"> 1167</span>&#160;    }</div><div class="line"><a name="l01168"></a><span class="lineno"> 1168</span>&#160;  }</div><div class="line"><a name="l01169"></a><span class="lineno"> 1169</span>&#160;</div><div class="line"><a name="l01170"></a><span class="lineno"> 1170</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01171"></a><span class="lineno"> 1171</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01172"></a><span class="lineno"> 1172</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01173"></a><span class="lineno"> 1173</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01174"></a><span class="lineno"> 1174</span>&#160;    std::ostringstream lostrstream_labelRadium;</div><div class="line"><a name="l01175"></a><span class="lineno"> 1175</span>&#160;    lostrstream_labelRadium &lt;&lt; <span class="stringliteral">&quot;&lt;SUMDISTXZ: &quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01176"></a><span class="lineno"> 1176</span>&#160;                            &lt;&lt; <span class="stringliteral">&quot;lovectort_sumDistXZi[&quot;</span> &lt;&lt; &amp;lovectort_sumDistXZi &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l01177"></a><span class="lineno"> 1177</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l01178"></a><span class="lineno"> 1178</span>&#160;      (lovectort_sumDistXZi.begin(),</div><div class="line"><a name="l01179"></a><span class="lineno"> 1179</span>&#160;       lovectort_sumDistXZi.end(),</div><div class="line"><a name="l01180"></a><span class="lineno"> 1180</span>&#160;       std::cout,</div><div 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&amp;lovectort_numInstClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l01188"></a><span class="lineno"> 1188</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l01189"></a><span class="lineno"> 1189</span>&#160;      (lovectort_numInstClusterK.begin(),</div><div class="line"><a name="l01190"></a><span class="lineno"> 1190</span>&#160;       lovectort_numInstClusterK.end(),</div><div class="line"><a name="l01191"></a><span class="lineno"> 1191</span>&#160;       std::cout,</div><div class="line"><a name="l01192"></a><span class="lineno"> 1192</span>&#160;       lostrstream_labelNumInst.str().c_str(),</div><div class="line"><a name="l01193"></a><span class="lineno"> 1193</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l01194"></a><span class="lineno"> 1194</span>&#160;       );</div><div class="line"><a name="l01195"></a><span class="lineno"> 1195</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l01196"></a><span class="lineno"> 1196</span>&#160;  }</div><div class="line"><a name="l01197"></a><span class="lineno"> 1197</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01198"></a><span class="lineno"> 1198</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01199"></a><span class="lineno"> 1199</span>&#160;</div><div class="line"><a name="l01200"></a><span class="lineno"> 1200</span>&#160;  <span class="keywordflow">return</span> std::make_tuple</div><div class="line"><a name="l01201"></a><span class="lineno"> 1201</span>&#160;    (lovectort_sumDistXZi,</div><div class="line"><a name="l01202"></a><span class="lineno"> 1202</span>&#160;     lovectort_numInstClusterK</div><div class="line"><a name="l01203"></a><span class="lineno"> 1203</span>&#160;     );</div><div class="line"><a name="l01204"></a><span class="lineno"> 1204</span>&#160;    </div><div class="line"><a name="l01205"></a><span class="lineno"> 1205</span>&#160;}</div><div class="line"><a name="l01206"></a><span class="lineno"> 1206</span>&#160;</div><div class="line"><a name="l01217"></a><span class="lineno"> 1217</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01218"></a><span class="lineno"> 1218</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01219"></a><span class="lineno"> 1219</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l01220"></a><span class="lineno"> 1220</span>&#160;           <span class="keyword">typename</span> FUNCINSTFREQUENCY, <span class="comment">//RETURN INSTANCE_FREQUENCY AS TYPEDATA T_METRIC</span></div><div class="line"><a name="l01221"></a><span class="lineno"> 1221</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01222"></a><span class="lineno"> 1222</span>&#160;           &gt;</div><div class="line"><a name="l01223"></a><span class="lineno"> 1223</span>&#160;std::vector&lt;T_METRIC&gt;</div><div class="line"><a name="l01224"></a><span class="lineno"> 1224</span>&#160;<a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l01225"></a><span class="lineno"><a class="line" href="namespaceum.html#a5d6878cc3f6d19cbe897b143e94398fa"> 1225</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>           &amp;aimatrixt_centroids,</div><div class="line"><a name="l01226"></a><span class="lineno"> 1226</span>&#160; INPUT_ITERATOR                             aiiterator_instfirst,</div><div class="line"><a name="l01227"></a><span class="lineno"> 1227</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                       aiiterator_instlast,</div><div class="line"><a name="l01228"></a><span class="lineno"> 1228</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>  &amp;aipartition_clusters,</div><div class="line"><a name="l01229"></a><span class="lineno"> 1229</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>       &amp;aifunc2p_dist,</div><div class="line"><a name="l01230"></a><span class="lineno"> 1230</span>&#160; <span class="keyword">const</span> FUNCINSTFREQUENCY                    func_instfrequency</div><div class="line"><a name="l01231"></a><span class="lineno"> 1231</span>&#160; )</div><div class="line"><a name="l01232"></a><span class="lineno"> 1232</span>&#160;{</div><div class="line"><a name="l01233"></a><span class="lineno"> 1233</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01234"></a><span class="lineno"> 1234</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::sumDistInstCentInK&quot;</span>;</div><div class="line"><a name="l01235"></a><span class="lineno"> 1235</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01236"></a><span class="lineno"> 1236</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01237"></a><span class="lineno"> 1237</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01238"></a><span class="lineno"> 1238</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01239"></a><span class="lineno"> 1239</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01240"></a><span class="lineno"> 1240</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01241"></a><span class="lineno"> 1241</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l01242"></a><span class="lineno"> 1242</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01243"></a><span class="lineno"> 1243</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01244"></a><span class="lineno"> 1244</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01245"></a><span class="lineno"> 1245</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l01246"></a><span class="lineno"> 1246</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01247"></a><span class="lineno"> 1247</span>&#160;  }</div><div class="line"><a name="l01248"></a><span class="lineno"> 1248</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01249"></a><span class="lineno"> 1249</span>&#160;</div><div class="line"><a name="l01250"></a><span class="lineno"> 1250</span>&#160;  std::vector&lt;T_METRIC&gt; lovectort_sumDistXZi</div><div class="line"><a name="l01251"></a><span class="lineno"> 1251</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),T_METRIC(0));</div><div class="line"><a name="l01252"></a><span class="lineno"> 1252</span>&#160;</div><div class="line"><a name="l01253"></a><span class="lineno"> 1253</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt;= 1 ) {</div><div class="line"><a name="l01254"></a><span class="lineno"> 1254</span>&#160;    <span class="keyword">const</span> T_CLUSTERIDX  lcidx_numClusterK = </div><div class="line"><a name="l01255"></a><span class="lineno"> 1255</span>&#160;      T_CLUSTERIDX(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l01256"></a><span class="lineno"> 1256</span>&#160;</div><div class="line"><a name="l01257"></a><span class="lineno"> 1257</span>&#160;    <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>(); aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l01258"></a><span class="lineno"> 1258</span>&#160;      T_CLUSTERIDX lcidx_xinK = aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l01259"></a><span class="lineno"> 1259</span>&#160;      </div><div class="line"><a name="l01260"></a><span class="lineno"> 1260</span>&#160;      <span class="keywordflow">if</span> ( 0 &lt;= lcidx_xinK  &amp;&amp; lcidx_xinK &lt;  lcidx_numClusterK  ) {</div><div class="line"><a name="l01261"></a><span class="lineno"> 1261</span>&#160;</div><div class="line"><a name="l01262"></a><span class="lineno"> 1262</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l01263"></a><span class="lineno"> 1263</span>&#160;                </div><div class="line"><a name="l01264"></a><span class="lineno"> 1264</span>&#160;        lovectort_sumDistXZi[lcidx_xinK] += </div><div class="line"><a name="l01265"></a><span class="lineno"> 1265</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l01266"></a><span class="lineno"> 1266</span>&#160;          (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lcidx_xinK),</div><div class="line"><a name="l01267"></a><span class="lineno"> 1267</span>&#160;           linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l01268"></a><span class="lineno"> 1268</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l01269"></a><span class="lineno"> 1269</span>&#160;           )</div><div class="line"><a name="l01270"></a><span class="lineno"> 1270</span>&#160;          * func_instfrequency(linst_inter);</div><div class="line"><a name="l01271"></a><span class="lineno"> 1271</span>&#160;      }</div><div class="line"><a name="l01272"></a><span class="lineno"> 1272</span>&#160;    }</div><div class="line"><a name="l01273"></a><span class="lineno"> 1273</span>&#160;  }</div><div class="line"><a name="l01274"></a><span class="lineno"> 1274</span>&#160;</div><div class="line"><a name="l01275"></a><span class="lineno"> 1275</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01276"></a><span class="lineno"> 1276</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01277"></a><span class="lineno"> 1277</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01278"></a><span class="lineno"> 1278</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l01279"></a><span class="lineno"> 1279</span>&#160;    std::ostringstream lostrstream_labelRadium;</div><div class="line"><a name="l01280"></a><span class="lineno"> 1280</span>&#160;    lostrstream_labelRadium &lt;&lt; <span class="stringliteral">&quot;&lt;SUMDISTXZ: &quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01281"></a><span class="lineno"> 1281</span>&#160;                            &lt;&lt; <span class="stringliteral">&quot;lovectort_sumDistXZi[&quot;</span> &lt;&lt; &amp;lovectort_sumDistXZi &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l01282"></a><span class="lineno"> 1282</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l01283"></a><span class="lineno"> 1283</span>&#160;      (lovectort_sumDistXZi.begin(),</div><div class="line"><a name="l01284"></a><span class="lineno"> 1284</span>&#160;       lovectort_sumDistXZi.end(),</div><div class="line"><a name="l01285"></a><span class="lineno"> 1285</span>&#160;       std::cout,</div><div class="line"><a name="l01286"></a><span class="lineno"> 1286</span>&#160;       lostrstream_labelRadium.str().c_str(),</div><div class="line"><a name="l01287"></a><span class="lineno"> 1287</span>&#160;       <span 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class="line"><a name="l01297"></a><span class="lineno"> 1297</span>&#160;</div><div class="line"><a name="l01298"></a><span class="lineno"> 1298</span>&#160;  </div><div class="line"><a name="l01312"></a><span class="lineno"> 1312</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01313"></a><span class="lineno"> 1313</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01314"></a><span class="lineno"> 1314</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01315"></a><span class="lineno"> 1315</span>&#160;           &gt;</div><div class="line"><a name="l01316"></a><span class="lineno"> 1316</span>&#160;T_METRIC</div><div class="line"><a name="l01317"></a><span class="lineno"> 1317</span>&#160;<a class="code" href="namespaceum.html#a3d80a7d08b3df236552d73f457543a36">ssb</a></div><div 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)</div><div class="line"><a name="l01323"></a><span class="lineno"> 1323</span>&#160;{</div><div class="line"><a name="l01324"></a><span class="lineno"> 1324</span>&#160;  T_METRIC lt_SSb = T_METRIC(0.0);</div><div class="line"><a name="l01325"></a><span class="lineno"> 1325</span>&#160;  </div><div class="line"><a name="l01326"></a><span class="lineno"> 1326</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_Ci = 0; luintidx_Ci &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Ci++) {</div><div class="line"><a name="l01327"></a><span class="lineno"> 1327</span>&#160;    lt_SSb += (T_METRIC) aivectort_numInstancesClusterK[luintidx_Ci] *</div><div class="line"><a name="l01328"></a><span class="lineno"> 1328</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l01329"></a><span class="lineno"> 1329</span>&#160;      (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_Ci),</div><div class="line"><a name="l01330"></a><span class="lineno"> 1330</span>&#160;       aiarrayt_meanInstances,</div><div class="line"><a name="l01331"></a><span class="lineno"> 1331</span>&#160;       aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l01332"></a><span class="lineno"> 1332</span>&#160;       );    </div><div class="line"><a name="l01333"></a><span class="lineno"> 1333</span>&#160;  }</div><div class="line"><a name="l01334"></a><span class="lineno"> 1334</span>&#160;</div><div class="line"><a name="l01335"></a><span class="lineno"> 1335</span>&#160;  <span class="keywordflow">return</span> lt_SSb;</div><div class="line"><a name="l01336"></a><span class="lineno"> 1336</span>&#160;}</div><div class="line"><a name="l01337"></a><span class="lineno"> 1337</span>&#160;</div><div class="line"><a name="l01338"></a><span class="lineno"> 1338</span>&#160;</div><div class="line"><a name="l01339"></a><span class="lineno"> 1339</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01340"></a><span class="lineno"> 1340</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01341"></a><span class="lineno"> 1341</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l01342"></a><span class="lineno"> 1342</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01343"></a><span class="lineno"> 1343</span>&#160;           &gt;</div><div class="line"><a name="l01344"></a><span class="lineno"> 1344</span>&#160;T_METRIC</div><div class="line"><a name="l01345"></a><span class="lineno"> 1345</span>&#160;<a class="code" href="namespaceum.html#a68fe0b2b154800cd10afb48bb8b33eb1">ssbreeval</a></div><div class="line"><a name="l01346"></a><span class="lineno"><a class="line" href="namespaceum.html#a68fe0b2b154800cd10afb48bb8b33eb1"> 1346</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>          &amp;aimatrixt_centroids,</div><div class="line"><a name="l01347"></a><span class="lineno"> 1347</span>&#160; INPUT_ITERATOR                           aiiterator_instfirst,</div><div class="line"><a name="l01348"></a><span class="lineno"> 1348</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                     aiiterator_instlast,</div><div class="line"><a name="l01349"></a><span class="lineno"> 1349</span>&#160; <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt; &amp;aivectort_numInstancesClusterK,</div><div 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name="l01356"></a><span class="lineno"> 1356</span>&#160;  </div><div class="line"><a name="l01357"></a><span class="lineno"> 1357</span>&#160;  T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l01358"></a><span class="lineno"> 1358</span>&#160;    <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01359"></a><span class="lineno"> 1359</span>&#160;</div><div class="line"><a name="l01360"></a><span class="lineno"> 1360</span>&#160;  decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01361"></a><span class="lineno"> 1361</span>&#160;    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class="lineno"> 1366</span>&#160;    (larray_sumFeatureTmp,</div><div class="line"><a name="l01367"></a><span class="lineno"> 1367</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l01368"></a><span class="lineno"> 1368</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l01369"></a><span class="lineno"> 1369</span>&#160;     T_FEATURE(0)</div><div class="line"><a name="l01370"></a><span class="lineno"> 1370</span>&#160;     );</div><div class="line"><a name="l01371"></a><span class="lineno"> 1371</span>&#160;  </div><div class="line"><a name="l01372"></a><span class="lineno"> 1372</span>&#160;  <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l01373"></a><span class="lineno"> 1373</span>&#160;    (larray_centroid1,</div><div class="line"><a name="l01374"></a><span class="lineno"> 1374</span>&#160;     lui_numInstances,</div><div class="line"><a name="l01375"></a><span class="lineno"> 1375</span>&#160;     larray_sumFeatureTmp</div><div class="line"><a name="l01376"></a><span class="lineno"> 1376</span>&#160;     );</div><div class="line"><a name="l01377"></a><span class="lineno"> 1377</span>&#160;</div><div class="line"><a name="l01378"></a><span class="lineno"> 1378</span>&#160;  <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> luintidx_Ci = 0; luintidx_Ci &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); luintidx_Ci++) {</div><div class="line"><a name="l01379"></a><span class="lineno"> 1379</span>&#160;    lt_SSb += (T_METRIC) aivectort_numInstancesClusterK[luintidx_Ci] *</div><div class="line"><a name="l01380"></a><span class="lineno"> 1380</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l01381"></a><span class="lineno"> 1381</span>&#160;      (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(luintidx_Ci),</div><div class="line"><a name="l01382"></a><span class="lineno"> 1382</span>&#160;       larray_centroid1,</div><div class="line"><a name="l01383"></a><span class="lineno"> 1383</span>&#160;       aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l01384"></a><span class="lineno"> 1384</span>&#160;       );    </div><div class="line"><a name="l01385"></a><span class="lineno"> 1385</span>&#160;  }</div><div class="line"><a name="l01386"></a><span class="lineno"> 1386</span>&#160;</div><div class="line"><a name="l01387"></a><span class="lineno"> 1387</span>&#160;  <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l01388"></a><span class="lineno"> 1388</span>&#160;  <span class="keyword">delete</span> [] 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name="l01464"></a><span class="lineno"> 1464</span>&#160;    );</div><div class="line"><a name="l01465"></a><span class="lineno"> 1465</span>&#160;  </div><div class="line"><a name="l01466"></a><span class="lineno"> 1466</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01467"></a><span class="lineno"> 1467</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::VRC&quot;</span>;</div><div class="line"><a name="l01468"></a><span class="lineno"> 1468</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01469"></a><span class="lineno"> 1469</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01470"></a><span class="lineno"> 1470</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01471"></a><span class="lineno"> 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-1 ));</div><div class="line"><a name="l01520"></a><span class="lineno"> 1520</span>&#160;    </div><div class="line"><a name="l01521"></a><span class="lineno"> 1521</span>&#160;    }</div><div class="line"><a name="l01522"></a><span class="lineno"> 1522</span>&#160;    </div><div class="line"><a name="l01523"></a><span class="lineno"> 1523</span>&#160;  }</div><div class="line"><a name="l01524"></a><span class="lineno"> 1524</span>&#160;          </div><div class="line"><a name="l01525"></a><span class="lineno"> 1525</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01526"></a><span class="lineno"> 1526</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01527"></a><span class="lineno"> 1527</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01528"></a><span class="lineno"> 1528</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01529"></a><span class="lineno"> 1529</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_VRC = &quot;</span> &lt;&lt; lometric_VRC</div><div class="line"><a name="l01530"></a><span class="lineno"> 1530</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01531"></a><span class="lineno"> 1531</span>&#160;  }</div><div class="line"><a name="l01532"></a><span class="lineno"> 1532</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01533"></a><span class="lineno"> 1533</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01534"></a><span class="lineno"> 1534</span>&#160;</div><div class="line"><a name="l01535"></a><span class="lineno"> 1535</span>&#160;  <span class="keywordflow">return</span> lometric_VRC;</div><div class="line"><a name="l01536"></a><span class="lineno"> 1536</span>&#160;    </div><div class="line"><a name="l01537"></a><span class="lineno"> 1537</span>&#160;}</div><div class="line"><a name="l01538"></a><span class="lineno"> 1538</span>&#160;</div><div class="line"><a name="l01539"></a><span class="lineno"> 1539</span>&#160;</div><div class="line"><a name="l01540"></a><span class="lineno"> 1540</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01541"></a><span class="lineno"> 1541</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01542"></a><span class="lineno"> 1542</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l01543"></a><span class="lineno"> 1543</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01544"></a><span class="lineno"> 1544</span>&#160;           &gt;</div><div class="line"><a name="l01545"></a><span class="lineno"> 1545</span>&#160;T_METRIC</div><div class="line"><a name="l01546"></a><span class="lineno"> 1546</span>&#160;<a class="code" href="namespaceum.html#a6336207d868d7879d55dd09259b4fab6">VRCreeval</a></div><div class="line"><a name="l01547"></a><span class="lineno"><a class="line" href="namespaceum.html#a6336207d868d7879d55dd09259b4fab6"> 1547</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l01548"></a><span class="lineno"> 1548</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l01549"></a><span class="lineno"> 1549</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l01550"></a><span class="lineno"> 1550</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l01551"></a><span class="lineno"> 1551</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_squaredDist</div><div class="line"><a name="l01552"></a><span class="lineno"> 1552</span>&#160; )</div><div class="line"><a name="l01553"></a><span class="lineno"> 1553</span>&#160;{</div><div class="line"><a name="l01554"></a><span class="lineno"> 1554</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01555"></a><span class="lineno"> 1555</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::VRCreeval&quot;</span>;</div><div class="line"><a name="l01556"></a><span class="lineno"> 1556</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01557"></a><span class="lineno"> 1557</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01558"></a><span class="lineno"> 1558</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01559"></a><span class="lineno"> 1559</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01560"></a><span class="lineno"> 1560</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01561"></a><span class="lineno"> 1561</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01562"></a><span class="lineno"> 1562</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l01563"></a><span class="lineno"> 1563</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01564"></a><span class="lineno"> 1564</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_squaredDist[&quot;</span> </div><div class="line"><a name="l01565"></a><span class="lineno"> 1565</span>&#160;              &lt;&lt; &amp;aifunc2p_squaredDist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01566"></a><span class="lineno"> 1566</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l01567"></a><span class="lineno"> 1567</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01568"></a><span class="lineno"> 1568</span>&#160;  }</div><div class="line"><a name="l01569"></a><span class="lineno"> 1569</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01570"></a><span class="lineno"> 1570</span>&#160;</div><div class="line"><a name="l01571"></a><span class="lineno"> 1571</span>&#160;  T_METRIC  lometric_VRC = <a class="code" href="unsupervised__measures_8hpp.html#aed2d7fec3655cf98554603a6b34bbd96">measuare_undefVRC</a>(T_METRIC);</div><div class="line"><a name="l01572"></a><span class="lineno"> 1572</span>&#160;</div><div class="line"><a name="l01573"></a><span class="lineno"> 1573</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l01574"></a><span class="lineno"> 1574</span>&#160;</div><div class="line"><a name="l01575"></a><span class="lineno"> 1575</span>&#160;    <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l01576"></a><span class="lineno"> 1576</span>&#160;  </div><div class="line"><a name="l01577"></a><span class="lineno"> 1577</span>&#160;    T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l01578"></a><span class="lineno"> 1578</span>&#160;      <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01579"></a><span class="lineno"> 1579</span>&#160;</div><div class="line"><a name="l01580"></a><span class="lineno"> 1580</span>&#160;    decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01581"></a><span class="lineno"> 1581</span>&#160;      *larray_sumFeatureTmp =</div><div class="line"><a name="l01582"></a><span class="lineno"> 1582</span>&#160;      <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01583"></a><span class="lineno"> 1583</span>&#160;      [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01584"></a><span class="lineno"> 1584</span>&#160;</div><div class="line"><a name="l01585"></a><span class="lineno"> 1585</span>&#160;    <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l01586"></a><span class="lineno"> 1586</span>&#160;      (larray_sumFeatureTmp,</div><div class="line"><a name="l01587"></a><span class="lineno"> 1587</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l01588"></a><span class="lineno"> 1588</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l01589"></a><span class="lineno"> 1589</span>&#160;       T_FEATURE(0)</div><div class="line"><a name="l01590"></a><span class="lineno"> 1590</span>&#160;       );</div><div class="line"><a name="l01591"></a><span class="lineno"> 1591</span>&#160;  </div><div class="line"><a name="l01592"></a><span class="lineno"> 1592</span>&#160;    <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l01593"></a><span class="lineno"> 1593</span>&#160;      (larray_centroid1,</div><div class="line"><a name="l01594"></a><span class="lineno"> 1594</span>&#160;       lui_numInstances,</div><div class="line"><a name="l01595"></a><span class="lineno"> 1595</span>&#160;       larray_sumFeatureTmp</div><div class="line"><a name="l01596"></a><span class="lineno"> 1596</span>&#160;       );</div><div class="line"><a name="l01597"></a><span class="lineno"> 1597</span>&#160; </div><div class="line"><a name="l01598"></a><span class="lineno"> 1598</span>&#160;    std::vector&lt;T_METRIC&gt; lvectorrt_sumDistInstCentInK;</div><div class="line"><a name="l01599"></a><span class="lineno"> 1599</span>&#160;    std::vector&lt;uintidx&gt;  lvectorui_numInstClusterK;</div><div class="line"><a name="l01600"></a><span class="lineno"> 1600</span>&#160;  </div><div class="line"><a name="l01601"></a><span class="lineno"> 1601</span>&#160;    std::tie</div><div class="line"><a name="l01602"></a><span class="lineno"> 1602</span>&#160;      (lvectorrt_sumDistInstCentInK,</div><div class="line"><a name="l01603"></a><span class="lineno"> 1603</span>&#160;       lvectorui_numInstClusterK) =</div><div class="line"><a name="l01604"></a><span class="lineno"> 1604</span>&#160;      <a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l01605"></a><span class="lineno"> 1605</span>&#160;      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name="l01614"></a><span class="lineno"> 1614</span>&#160;      (lvectorrt_sumDistInstCentInK.data(),</div><div class="line"><a name="l01615"></a><span class="lineno"> 1615</span>&#160;       (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lvectorrt_sumDistInstCentInK.size()</div><div class="line"><a name="l01616"></a><span class="lineno"> 1616</span>&#160;       );</div><div class="line"><a name="l01617"></a><span class="lineno"> 1617</span>&#160;</div><div class="line"><a name="l01618"></a><span class="lineno"> 1618</span>&#160;    <span class="keywordflow">if</span>  ( lmetrict_SSw &gt; 0.0 ) {</div><div class="line"><a name="l01619"></a><span class="lineno"> 1619</span>&#160;    </div><div class="line"><a name="l01620"></a><span class="lineno"> 1620</span>&#160;      T_METRIC lmetrict_SSb =</div><div class="line"><a name="l01621"></a><span class="lineno"> 1621</span>&#160;        <a class="code" href="namespaceum.html#a3d80a7d08b3df236552d73f457543a36">ssb</a></div><div class="line"><a name="l01622"></a><span class="lineno"> 1622</span>&#160;        (aimatrixt_centroids,</div><div class="line"><a name="l01623"></a><span class="lineno"> 1623</span>&#160;         larray_centroid1,</div><div class="line"><a name="l01624"></a><span class="lineno"> 1624</span>&#160;         lvectorui_numInstClusterK,</div><div class="line"><a name="l01625"></a><span class="lineno"> 1625</span>&#160;         aifunc2p_squaredDist</div><div class="line"><a name="l01626"></a><span class="lineno"> 1626</span>&#160;         );</div><div class="line"><a name="l01627"></a><span class="lineno"> 1627</span>&#160;</div><div class="line"><a name="l01628"></a><span class="lineno"> 1628</span>&#160;      lometric_VRC =</div><div class="line"><a name="l01629"></a><span class="lineno"> 1629</span>&#160;        (lmetrict_SSb  * (T_METRIC) (lui_numInstances - aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() ))</div><div class="line"><a name="l01630"></a><span class="lineno"> 1630</span>&#160;        / (lmetrict_SSw * (T_METRIC) ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() -1 ));</div><div class="line"><a name="l01631"></a><span class="lineno"> 1631</span>&#160;    </div><div class="line"><a name="l01632"></a><span class="lineno"> 1632</span>&#160;    }</div><div class="line"><a name="l01633"></a><span class="lineno"> 1633</span>&#160;</div><div class="line"><a name="l01634"></a><span class="lineno"> 1634</span>&#160;    <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l01635"></a><span class="lineno"> 1635</span>&#160;    <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l01636"></a><span class="lineno"> 1636</span>&#160;    </div><div 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href="namespaceum.html#a87db67beee15dca61595892f84a94315">WBIndex</a></div><div class="line"><a name="l01690"></a><span class="lineno"><a class="line" href="namespaceum.html#a87db67beee15dca61595892f84a94315"> 1690</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l01691"></a><span class="lineno"> 1691</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l01692"></a><span class="lineno"> 1692</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l01693"></a><span class="lineno"> 1693</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l01694"></a><span class="lineno"> 1694</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_squaredDist</div><div class="line"><a name="l01695"></a><span class="lineno"> 1695</span>&#160; )</div><div class="line"><a name="l01696"></a><span class="lineno"> 1696</span>&#160;{</div><div class="line"><a name="l01697"></a><span class="lineno"> 1697</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l01698"></a><span class="lineno"> 1698</span>&#160;  </div><div class="line"><a name="l01699"></a><span class="lineno"> 1699</span>&#160;  <span class="keyword">static</span> T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l01700"></a><span class="lineno"> 1700</span>&#160;    <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01701"></a><span class="lineno"> 1701</span>&#160;</div><div class="line"><a name="l01702"></a><span class="lineno"> 1702</span>&#160;  <span class="keyword">static</span> <a class="code" href="structutils_1_1_run_once.html">utils::RunOnce</a> runOnce ([&amp;]() {</div><div class="line"><a name="l01703"></a><span class="lineno"> 1703</span>&#160;      decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01704"></a><span class="lineno"> 1704</span>&#160;        *larray_sumFeatureTmp =</div><div class="line"><a name="l01705"></a><span class="lineno"> 1705</span>&#160;        <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01706"></a><span class="lineno"> 1706</span>&#160;        [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01707"></a><span class="lineno"> 1707</span>&#160;</div><div class="line"><a name="l01708"></a><span class="lineno"> 1708</span>&#160;      <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l01709"></a><span class="lineno"> 1709</span>&#160;        (larray_sumFeatureTmp,</div><div class="line"><a name="l01710"></a><span class="lineno"> 1710</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l01711"></a><span class="lineno"> 1711</span>&#160;         aiiterator_instlast,</div><div class="line"><a name="l01712"></a><span class="lineno"> 1712</span>&#160;         T_FEATURE(0)</div><div class="line"><a name="l01713"></a><span class="lineno"> 1713</span>&#160;         );</div><div class="line"><a name="l01714"></a><span class="lineno"> 1714</span>&#160;  </div><div class="line"><a name="l01715"></a><span class="lineno"> 1715</span>&#160;      <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l01716"></a><span class="lineno"> 1716</span>&#160;        (larray_centroid1,</div><div class="line"><a name="l01717"></a><span class="lineno"> 1717</span>&#160;         lui_numInstances,</div><div class="line"><a name="l01718"></a><span class="lineno"> 1718</span>&#160;         larray_sumFeatureTmp</div><div class="line"><a name="l01719"></a><span class="lineno"> 1719</span>&#160;         );</div><div class="line"><a name="l01720"></a><span class="lineno"> 1720</span>&#160;</div><div class="line"><a name="l01721"></a><span class="lineno"> 1721</span>&#160;      <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l01722"></a><span class="lineno"> 1722</span>&#160;    }</div><div class="line"><a name="l01723"></a><span class="lineno"> 1723</span>&#160;    );</div><div class="line"><a name="l01724"></a><span class="lineno"> 1724</span>&#160;  </div><div class="line"><a name="l01725"></a><span class="lineno"> 1725</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01726"></a><span class="lineno"> 1726</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* 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class="lineno"> 1732</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01733"></a><span class="lineno"> 1733</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l01734"></a><span class="lineno"> 1734</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01735"></a><span class="lineno"> 1735</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_squaredDist[&quot;</span> </div><div class="line"><a name="l01736"></a><span class="lineno"> 1736</span>&#160;              &lt;&lt; &amp;aifunc2p_squaredDist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01737"></a><span class="lineno"> 1737</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l01738"></a><span class="lineno"> 1738</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01739"></a><span class="lineno"> 1739</span>&#160;  }</div><div class="line"><a name="l01740"></a><span class="lineno"> 1740</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01741"></a><span class="lineno"> 1741</span>&#160;</div><div class="line"><a name="l01742"></a><span class="lineno"> 1742</span>&#160;  T_METRIC  lometric_WBIndex = <a class="code" href="unsupervised__measures_8hpp.html#a043a63ad95a7afacff073dda90d54888">measuare_undefWBIndex</a>(T_METRIC);</div><div class="line"><a name="l01743"></a><span class="lineno"> 1743</span>&#160;</div><div class="line"><a name="l01744"></a><span class="lineno"> 1744</span>&#160;  <span 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name="l01752"></a><span class="lineno"> 1752</span>&#160;      <a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l01753"></a><span class="lineno"> 1753</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l01754"></a><span class="lineno"> 1754</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l01755"></a><span class="lineno"> 1755</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l01756"></a><span class="lineno"> 1756</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l01757"></a><span class="lineno"> 1757</span>&#160;       aifunc2p_squaredDist</div><div class="line"><a name="l01758"></a><span class="lineno"> 1758</span>&#160;       );</div><div class="line"><a name="l01759"></a><span class="lineno"> 1759</span>&#160;</div><div class="line"><a name="l01760"></a><span class="lineno"> 1760</span>&#160;    T_METRIC 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name="l01769"></a><span class="lineno"> 1769</span>&#160;</div><div class="line"><a name="l01770"></a><span class="lineno"> 1770</span>&#160;      T_METRIC lmetrict_SSw = </div><div class="line"><a name="l01771"></a><span class="lineno"> 1771</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a></div><div class="line"><a name="l01772"></a><span class="lineno"> 1772</span>&#160;        (lvectorrt_sumDistInstCentInK.data(),</div><div class="line"><a name="l01773"></a><span class="lineno"> 1773</span>&#160;         (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lvectorrt_sumDistInstCentInK.size()</div><div class="line"><a name="l01774"></a><span class="lineno"> 1774</span>&#160;         );</div><div class="line"><a name="l01775"></a><span class="lineno"> 1775</span>&#160;</div><div class="line"><a name="l01776"></a><span class="lineno"> 1776</span>&#160;      lometric_WBIndex = 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class="lineno"> 1784</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01785"></a><span class="lineno"> 1785</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01786"></a><span class="lineno"> 1786</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_WBIndex = &quot;</span> &lt;&lt; lometric_WBIndex</div><div class="line"><a name="l01787"></a><span class="lineno"> 1787</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01788"></a><span class="lineno"> 1788</span>&#160;  }</div><div class="line"><a name="l01789"></a><span class="lineno"> 1789</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01790"></a><span class="lineno"> 1790</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01791"></a><span class="lineno"> 1791</span>&#160;</div><div class="line"><a name="l01792"></a><span class="lineno"> 1792</span>&#160;  <span class="keywordflow">return</span> lometric_WBIndex;</div><div class="line"><a name="l01793"></a><span class="lineno"> 1793</span>&#160;    </div><div class="line"><a name="l01794"></a><span class="lineno"> 1794</span>&#160;}</div><div class="line"><a name="l01795"></a><span class="lineno"> 1795</span>&#160;</div><div class="line"><a name="l01796"></a><span class="lineno"> 1796</span>&#160;</div><div class="line"><a name="l01797"></a><span class="lineno"> 1797</span>&#160;</div><div class="line"><a name="l01798"></a><span class="lineno"> 1798</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01799"></a><span class="lineno"> 1799</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01800"></a><span 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__VERBOSE_YES</span></div><div class="line"><a name="l01813"></a><span class="lineno"> 1813</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::WBIndexreeval&quot;</span>;</div><div class="line"><a name="l01814"></a><span class="lineno"> 1814</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01815"></a><span class="lineno"> 1815</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01816"></a><span class="lineno"> 1816</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01817"></a><span class="lineno"> 1817</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01818"></a><span class="lineno"> 1818</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01819"></a><span class="lineno"> 1819</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01820"></a><span class="lineno"> 1820</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l01821"></a><span class="lineno"> 1821</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01822"></a><span class="lineno"> 1822</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_squaredDist[&quot;</span> </div><div class="line"><a name="l01823"></a><span class="lineno"> 1823</span>&#160;              &lt;&lt; &amp;aifunc2p_squaredDist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01824"></a><span class="lineno"> 1824</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l01825"></a><span class="lineno"> 1825</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01826"></a><span class="lineno"> 1826</span>&#160;  }</div><div class="line"><a name="l01827"></a><span class="lineno"> 1827</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01828"></a><span class="lineno"> 1828</span>&#160;</div><div class="line"><a name="l01829"></a><span class="lineno"> 1829</span>&#160;  T_METRIC  lometric_WBIndex = <a class="code" href="unsupervised__measures_8hpp.html#a043a63ad95a7afacff073dda90d54888">measuare_undefWBIndex</a>(T_METRIC);</div><div class="line"><a name="l01830"></a><span class="lineno"> 1830</span>&#160;</div><div class="line"><a name="l01831"></a><span class="lineno"> 1831</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l01832"></a><span class="lineno"> 1832</span>&#160;</div><div class="line"><a name="l01833"></a><span class="lineno"> 1833</span>&#160;    <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l01834"></a><span class="lineno"> 1834</span>&#160;  </div><div class="line"><a name="l01835"></a><span class="lineno"> 1835</span>&#160;    T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l01836"></a><span class="lineno"> 1836</span>&#160;      <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01837"></a><span class="lineno"> 1837</span>&#160;</div><div class="line"><a name="l01838"></a><span class="lineno"> 1838</span>&#160;    decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01839"></a><span class="lineno"> 1839</span>&#160;      *larray_sumFeatureTmp =</div><div class="line"><a name="l01840"></a><span class="lineno"> 1840</span>&#160;      <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01841"></a><span class="lineno"> 1841</span>&#160;      [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01842"></a><span class="lineno"> 1842</span>&#160;</div><div class="line"><a name="l01843"></a><span class="lineno"> 1843</span>&#160;    <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l01844"></a><span class="lineno"> 1844</span>&#160;      (larray_sumFeatureTmp,</div><div class="line"><a name="l01845"></a><span class="lineno"> 1845</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l01846"></a><span class="lineno"> 1846</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l01847"></a><span class="lineno"> 1847</span>&#160;       T_FEATURE(0)</div><div class="line"><a name="l01848"></a><span class="lineno"> 1848</span>&#160;       );</div><div class="line"><a name="l01849"></a><span class="lineno"> 1849</span>&#160;  </div><div class="line"><a name="l01850"></a><span class="lineno"> 1850</span>&#160;    <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l01851"></a><span class="lineno"> 1851</span>&#160;      (larray_centroid1,</div><div class="line"><a name="l01852"></a><span class="lineno"> 1852</span>&#160;       lui_numInstances,</div><div class="line"><a name="l01853"></a><span class="lineno"> 1853</span>&#160;       larray_sumFeatureTmp</div><div class="line"><a name="l01854"></a><span class="lineno"> 1854</span>&#160;       );</div><div class="line"><a name="l01855"></a><span class="lineno"> 1855</span>&#160;                </div><div class="line"><a name="l01856"></a><span class="lineno"> 1856</span>&#160;    std::vector&lt;T_METRIC&gt; lvectorrt_sumDistInstCentInK;</div><div class="line"><a name="l01857"></a><span class="lineno"> 1857</span>&#160;    std::vector&lt;uintidx&gt;  lvectorui_numInstClusterK;</div><div class="line"><a name="l01858"></a><span class="lineno"> 1858</span>&#160;  </div><div class="line"><a name="l01859"></a><span class="lineno"> 1859</span>&#160;    std::tie</div><div class="line"><a name="l01860"></a><span class="lineno"> 1860</span>&#160;      (lvectorrt_sumDistInstCentInK,</div><div class="line"><a name="l01861"></a><span class="lineno"> 1861</span>&#160;       lvectorui_numInstClusterK) =</div><div class="line"><a name="l01862"></a><span class="lineno"> 1862</span>&#160;      <a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l01863"></a><span class="lineno"> 1863</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l01864"></a><span class="lineno"> 1864</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l01865"></a><span class="lineno"> 1865</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l01866"></a><span class="lineno"> 1866</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l01867"></a><span class="lineno"> 1867</span>&#160;       aifunc2p_squaredDist</div><div class="line"><a name="l01868"></a><span class="lineno"> 1868</span>&#160;       );</div><div class="line"><a name="l01869"></a><span class="lineno"> 1869</span>&#160;</div><div class="line"><a name="l01870"></a><span class="lineno"> 1870</span>&#160;    T_METRIC lmetrict_SSb =</div><div class="line"><a name="l01871"></a><span class="lineno"> 1871</span>&#160;      <a class="code" href="namespaceum.html#a3d80a7d08b3df236552d73f457543a36">ssb</a></div><div class="line"><a name="l01872"></a><span class="lineno"> 1872</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l01873"></a><span class="lineno"> 1873</span>&#160;       larray_centroid1,</div><div class="line"><a name="l01874"></a><span class="lineno"> 1874</span>&#160;       lvectorui_numInstClusterK,</div><div class="line"><a name="l01875"></a><span class="lineno"> 1875</span>&#160;       aifunc2p_squaredDist</div><div class="line"><a name="l01876"></a><span class="lineno"> 1876</span>&#160;       );</div><div class="line"><a name="l01877"></a><span class="lineno"> 1877</span>&#160;</div><div class="line"><a name="l01878"></a><span class="lineno"> 1878</span>&#160;    <span class="keywordflow">if</span>  ( lmetrict_SSb &gt; 0.0 ) {</div><div class="line"><a name="l01879"></a><span class="lineno"> 1879</span>&#160;</div><div class="line"><a name="l01880"></a><span class="lineno"> 1880</span>&#160;      T_METRIC lmetrict_SSw = </div><div class="line"><a name="l01881"></a><span class="lineno"> 1881</span>&#160;        <a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a></div><div class="line"><a name="l01882"></a><span class="lineno"> 1882</span>&#160;        (lvectorrt_sumDistInstCentInK.data(),</div><div class="line"><a name="l01883"></a><span class="lineno"> 1883</span>&#160;         (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) lvectorrt_sumDistInstCentInK.size()</div><div class="line"><a name="l01884"></a><span class="lineno"> 1884</span>&#160;         );</div><div class="line"><a name="l01885"></a><span class="lineno"> 1885</span>&#160;</div><div class="line"><a name="l01886"></a><span class="lineno"> 1886</span>&#160;      lometric_WBIndex = (lmetrict_SSw / lmetrict_SSb) *</div><div class="line"><a name="l01887"></a><span class="lineno"> 1887</span>&#160;        (T_METRIC) ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() -1 );    </div><div class="line"><a name="l01888"></a><span class="lineno"> 1888</span>&#160;    }</div><div class="line"><a name="l01889"></a><span class="lineno"> 1889</span>&#160;</div><div class="line"><a name="l01890"></a><span class="lineno"> 1890</span>&#160;    <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l01891"></a><span class="lineno"> 1891</span>&#160;    <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l01892"></a><span class="lineno"> 1892</span>&#160;</div><div class="line"><a name="l01893"></a><span class="lineno"> 1893</span>&#160;  }</div><div class="line"><a name="l01894"></a><span class="lineno"> 1894</span>&#160;          </div><div class="line"><a name="l01895"></a><span class="lineno"> 1895</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01896"></a><span class="lineno"> 1896</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01897"></a><span class="lineno"> 1897</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l01898"></a><span class="lineno"> 1898</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01899"></a><span class="lineno"> 1899</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_WBIndex = &quot;</span> &lt;&lt; lometric_WBIndex</div><div class="line"><a name="l01900"></a><span class="lineno"> 1900</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01901"></a><span class="lineno"> 1901</span>&#160;  }</div><div class="line"><a name="l01902"></a><span class="lineno"> 1902</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l01903"></a><span class="lineno"> 1903</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01904"></a><span class="lineno"> 1904</span>&#160;</div><div class="line"><a name="l01905"></a><span class="lineno"> 1905</span>&#160;  <span class="keywordflow">return</span> lometric_WBIndex;</div><div class="line"><a name="l01906"></a><span class="lineno"> 1906</span>&#160;    </div><div class="line"><a name="l01907"></a><span class="lineno"> 1907</span>&#160;}</div><div class="line"><a name="l01908"></a><span class="lineno"> 1908</span>&#160;</div><div class="line"><a name="l01909"></a><span class="lineno"> 1909</span>&#160;</div><div class="line"><a name="l01932"></a><span class="lineno"> 1932</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l01933"></a><span class="lineno"> 1933</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l01934"></a><span class="lineno"> 1934</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l01935"></a><span class="lineno"> 1935</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l01936"></a><span class="lineno"> 1936</span>&#160;           &gt;</div><div class="line"><a name="l01937"></a><span class="lineno"> 1937</span>&#160;T_METRIC</div><div class="line"><a name="l01938"></a><span class="lineno"> 1938</span>&#160;<a class="code" href="namespaceum.html#a2dbfacd88668ea38547ceb1521d758b0">scoreFunction</a></div><div class="line"><a name="l01939"></a><span class="lineno"><a class="line" href="namespaceum.html#a2dbfacd88668ea38547ceb1521d758b0"> 1939</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l01940"></a><span class="lineno"> 1940</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l01941"></a><span class="lineno"> 1941</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l01942"></a><span class="lineno"> 1942</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l01943"></a><span class="lineno"> 1943</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l01944"></a><span class="lineno"> 1944</span>&#160; )</div><div class="line"><a name="l01945"></a><span class="lineno"> 1945</span>&#160;{</div><div class="line"><a name="l01946"></a><span class="lineno"> 1946</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l01947"></a><span class="lineno"> 1947</span>&#160;  </div><div class="line"><a name="l01948"></a><span class="lineno"> 1948</span>&#160;  <span class="keyword">static</span> T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l01949"></a><span class="lineno"> 1949</span>&#160;    <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01950"></a><span class="lineno"> 1950</span>&#160;</div><div class="line"><a name="l01951"></a><span class="lineno"> 1951</span>&#160;  <span class="keyword">static</span> <a class="code" href="structutils_1_1_run_once.html">utils::RunOnce</a> runOnce ([&amp;]() {</div><div class="line"><a name="l01952"></a><span class="lineno"> 1952</span>&#160;      decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01953"></a><span class="lineno"> 1953</span>&#160;        *larray_sumFeatureTmp =</div><div class="line"><a name="l01954"></a><span class="lineno"> 1954</span>&#160;        <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l01955"></a><span class="lineno"> 1955</span>&#160;        [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l01956"></a><span class="lineno"> 1956</span>&#160;</div><div class="line"><a name="l01957"></a><span class="lineno"> 1957</span>&#160;      <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l01958"></a><span class="lineno"> 1958</span>&#160;        (larray_sumFeatureTmp,</div><div class="line"><a name="l01959"></a><span class="lineno"> 1959</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l01960"></a><span class="lineno"> 1960</span>&#160;         aiiterator_instlast,</div><div class="line"><a name="l01961"></a><span class="lineno"> 1961</span>&#160;         T_FEATURE(0)</div><div class="line"><a name="l01962"></a><span class="lineno"> 1962</span>&#160;         );</div><div class="line"><a name="l01963"></a><span class="lineno"> 1963</span>&#160;  </div><div class="line"><a name="l01964"></a><span class="lineno"> 1964</span>&#160;      <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l01965"></a><span class="lineno"> 1965</span>&#160;        (larray_centroid1,</div><div class="line"><a name="l01966"></a><span class="lineno"> 1966</span>&#160;         lui_numInstances,</div><div class="line"><a name="l01967"></a><span class="lineno"> 1967</span>&#160;         larray_sumFeatureTmp</div><div class="line"><a name="l01968"></a><span class="lineno"> 1968</span>&#160;         );</div><div class="line"><a name="l01969"></a><span class="lineno"> 1969</span>&#160;</div><div class="line"><a name="l01970"></a><span class="lineno"> 1970</span>&#160;      <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l01971"></a><span class="lineno"> 1971</span>&#160;    }</div><div class="line"><a name="l01972"></a><span class="lineno"> 1972</span>&#160;    );</div><div class="line"><a name="l01973"></a><span class="lineno"> 1973</span>&#160;  </div><div class="line"><a name="l01974"></a><span class="lineno"> 1974</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l01975"></a><span class="lineno"> 1975</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::scoreFunction&quot;</span>;</div><div class="line"><a name="l01976"></a><span class="lineno"> 1976</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l01977"></a><span class="lineno"> 1977</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l01978"></a><span class="lineno"> 1978</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l01979"></a><span class="lineno"> 1979</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l01980"></a><span class="lineno"> 1980</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l01981"></a><span class="lineno"> 1981</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01982"></a><span class="lineno"> 1982</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l01983"></a><span class="lineno"> 1983</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l01984"></a><span class="lineno"> 1984</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l01985"></a><span class="lineno"> 1985</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l01986"></a><span class="lineno"> 1986</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l01987"></a><span class="lineno"> 1987</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l01988"></a><span class="lineno"> 1988</span>&#160;  }</div><div class="line"><a name="l01989"></a><span class="lineno"> 1989</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l01990"></a><span class="lineno"> 1990</span>&#160;</div><div class="line"><a name="l01991"></a><span class="lineno"> 1991</span>&#160;  T_METRIC  lometric_scoreFunction = <a class="code" href="unsupervised__measures_8hpp.html#ac6a9e1bcd3609f188d3b786c209ed6a3">measuare_undefScoreFunction</a>(T_METRIC);</div><div class="line"><a name="l01992"></a><span class="lineno"> 1992</span>&#160;</div><div class="line"><a name="l01993"></a><span class="lineno"> 1993</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 0 ) {</div><div class="line"><a name="l01994"></a><span class="lineno"> 1994</span>&#160;    </div><div class="line"><a name="l01995"></a><span class="lineno"> 1995</span>&#160;    std::vector&lt;T_METRIC&gt; lvectorrt_sumDistInstCentInK;</div><div class="line"><a name="l01996"></a><span class="lineno"> 1996</span>&#160;    std::vector&lt;uintidx&gt;  lvectorui_numInstClusterK;</div><div class="line"><a name="l01997"></a><span class="lineno"> 1997</span>&#160;  </div><div class="line"><a name="l01998"></a><span class="lineno"> 1998</span>&#160;    std::tie</div><div class="line"><a name="l01999"></a><span class="lineno"> 1999</span>&#160;      (lvectorrt_sumDistInstCentInK,</div><div class="line"><a name="l02000"></a><span class="lineno"> 2000</span>&#160;       lvectorui_numInstClusterK) =</div><div class="line"><a name="l02001"></a><span class="lineno"> 2001</span>&#160;      <a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l02002"></a><span class="lineno"> 2002</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l02003"></a><span class="lineno"> 2003</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l02004"></a><span class="lineno"> 2004</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l02005"></a><span class="lineno"> 2005</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l02006"></a><span class="lineno"> 2006</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02007"></a><span class="lineno"> 2007</span>&#160;       );</div><div class="line"><a name="l02008"></a><span class="lineno"> 2008</span>&#160;   </div><div class="line"><a name="l02009"></a><span class="lineno"> 2009</span>&#160;    T_METRIC lmetrict_wcd =</div><div class="line"><a name="l02010"></a><span class="lineno"> 2010</span>&#160;      std::inner_product</div><div class="line"><a name="l02011"></a><span class="lineno"> 2011</span>&#160;      (lvectorrt_sumDistInstCentInK.begin(),</div><div class="line"><a name="l02012"></a><span class="lineno"> 2012</span>&#160;       lvectorrt_sumDistInstCentInK.end(),</div><div class="line"><a name="l02013"></a><span class="lineno"> 2013</span>&#160;       lvectorui_numInstClusterK.begin(),</div><div class="line"><a name="l02014"></a><span class="lineno"> 2014</span>&#160;       T_METRIC(0.0),</div><div class="line"><a name="l02015"></a><span class="lineno"> 2015</span>&#160;       [](T_METRIC airt_partialsum, T_METRIC airt_prod) </div><div class="line"><a name="l02016"></a><span class="lineno"> 2016</span>&#160;       {<span class="keywordflow">return</span> airt_partialsum + airt_prod; },</div><div class="line"><a name="l02017"></a><span class="lineno"> 2017</span>&#160;       [](T_METRIC airt_sumDistInstCentInK,</div><div class="line"><a name="l02018"></a><span class="lineno"> 2018</span>&#160;          <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  aiit_numInstClusterK )</div><div class="line"><a name="l02019"></a><span class="lineno"> 2019</span>&#160;       {<span class="keywordflow">return</span> (aiit_numInstClusterK!=0)?</div><div class="line"><a name="l02020"></a><span class="lineno"> 2020</span>&#160;        airt_sumDistInstCentInK / T_METRIC(aiit_numInstClusterK)</div><div class="line"><a name="l02021"></a><span class="lineno"> 2021</span>&#160;        :T_METRIC(0.0);</div><div class="line"><a name="l02022"></a><span class="lineno"> 2022</span>&#160;       }</div><div class="line"><a name="l02023"></a><span class="lineno"> 2023</span>&#160;       );</div><div class="line"><a name="l02024"></a><span class="lineno"> 2024</span>&#160;</div><div class="line"><a name="l02025"></a><span class="lineno"> 2025</span>&#160;    <span class="comment">/* SS_B  == bcd */</span></div><div class="line"><a name="l02026"></a><span class="lineno"> 2026</span>&#160;    T_METRIC lmetrict_bcd =</div><div class="line"><a name="l02027"></a><span class="lineno"> 2027</span>&#160;      <a class="code" href="namespaceum.html#a3d80a7d08b3df236552d73f457543a36">ssb</a></div><div class="line"><a name="l02028"></a><span class="lineno"> 2028</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l02029"></a><span class="lineno"> 2029</span>&#160;       larray_centroid1,</div><div class="line"><a name="l02030"></a><span class="lineno"> 2030</span>&#160;       lvectorui_numInstClusterK,</div><div class="line"><a name="l02031"></a><span class="lineno"> 2031</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02032"></a><span class="lineno"> 2032</span>&#160;       )</div><div class="line"><a name="l02033"></a><span class="lineno"> 2033</span>&#160;      / ( T_METRIC(lui_numInstances)  * T_METRIC(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()) );</div><div class="line"><a name="l02034"></a><span class="lineno"> 2034</span>&#160; </div><div class="line"><a name="l02035"></a><span class="lineno"> 2035</span>&#160;</div><div class="line"><a name="l02036"></a><span class="lineno"> 2036</span>&#160;    lometric_scoreFunction =</div><div class="line"><a name="l02037"></a><span class="lineno"> 2037</span>&#160;      1.0 - 1.0 /(std::exp(std::exp(lmetrict_bcd-lmetrict_wcd)));</div><div class="line"><a name="l02038"></a><span class="lineno"> 2038</span>&#160;    </div><div class="line"><a name="l02039"></a><span class="lineno"> 2039</span>&#160;  }</div><div class="line"><a name="l02040"></a><span class="lineno"> 2040</span>&#160;    </div><div class="line"><a name="l02041"></a><span class="lineno"> 2041</span>&#160;          </div><div class="line"><a name="l02042"></a><span class="lineno"> 2042</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02043"></a><span class="lineno"> 2043</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02044"></a><span class="lineno"> 2044</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02045"></a><span class="lineno"> 2045</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02046"></a><span class="lineno"> 2046</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_scoreFunction = &quot;</span> &lt;&lt; lometric_scoreFunction</div><div class="line"><a name="l02047"></a><span class="lineno"> 2047</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02048"></a><span class="lineno"> 2048</span>&#160;  }</div><div class="line"><a name="l02049"></a><span class="lineno"> 2049</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02050"></a><span class="lineno"> 2050</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02051"></a><span class="lineno"> 2051</span>&#160;</div><div class="line"><a name="l02052"></a><span class="lineno"> 2052</span>&#160;  <span class="keywordflow">return</span> lometric_scoreFunction;</div><div class="line"><a name="l02053"></a><span class="lineno"> 2053</span>&#160;    </div><div class="line"><a name="l02054"></a><span class="lineno"> 2054</span>&#160;} <span class="comment">/*END scoreFunction</span></div><div class="line"><a name="l02055"></a><span class="lineno"> 2055</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l02056"></a><span class="lineno"> 2056</span>&#160;  </div><div class="line"><a name="l02057"></a><span class="lineno"> 2057</span>&#160;</div><div class="line"><a name="l02058"></a><span class="lineno"> 2058</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02059"></a><span class="lineno"> 2059</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l02060"></a><span class="lineno"> 2060</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02061"></a><span class="lineno"> 2061</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l02062"></a><span class="lineno"> 2062</span>&#160;           &gt;</div><div class="line"><a name="l02063"></a><span class="lineno"> 2063</span>&#160;T_METRIC</div><div class="line"><a name="l02064"></a><span class="lineno"> 2064</span>&#160;<a class="code" href="namespaceum.html#a31ab0871217029a7b79267bd81735914">scoreFunctionreeval</a></div><div class="line"><a name="l02065"></a><span class="lineno"><a class="line" href="namespaceum.html#a31ab0871217029a7b79267bd81735914"> 2065</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l02066"></a><span class="lineno"> 2066</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l02067"></a><span class="lineno"> 2067</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l02068"></a><span class="lineno"> 2068</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l02069"></a><span class="lineno"> 2069</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l02070"></a><span class="lineno"> 2070</span>&#160; )</div><div class="line"><a name="l02071"></a><span class="lineno"> 2071</span>&#160;{</div><div class="line"><a name="l02072"></a><span class="lineno"> 2072</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02073"></a><span class="lineno"> 2073</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::scoreFunctionreeval&quot;</span>;</div><div class="line"><a name="l02074"></a><span class="lineno"> 2074</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02075"></a><span class="lineno"> 2075</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02076"></a><span class="lineno"> 2076</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l02077"></a><span class="lineno"> 2077</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02078"></a><span class="lineno"> 2078</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l02079"></a><span class="lineno"> 2079</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02080"></a><span class="lineno"> 2080</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l02081"></a><span class="lineno"> 2081</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02082"></a><span class="lineno"> 2082</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l02083"></a><span class="lineno"> 2083</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l02084"></a><span class="lineno"> 2084</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l02085"></a><span class="lineno"> 2085</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02086"></a><span class="lineno"> 2086</span>&#160;  }</div><div class="line"><a name="l02087"></a><span class="lineno"> 2087</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02088"></a><span class="lineno"> 2088</span>&#160;</div><div class="line"><a name="l02089"></a><span class="lineno"> 2089</span>&#160;  <span 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href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l02095"></a><span class="lineno"> 2095</span>&#160;    *larray_sumFeatureTmp =</div><div class="line"><a name="l02096"></a><span class="lineno"> 2096</span>&#160;    <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l02097"></a><span class="lineno"> 2097</span>&#160;    [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l02098"></a><span class="lineno"> 2098</span>&#160;</div><div class="line"><a name="l02099"></a><span class="lineno"> 2099</span>&#160;  <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l02100"></a><span class="lineno"> 2100</span>&#160;    (larray_sumFeatureTmp,</div><div class="line"><a name="l02101"></a><span class="lineno"> 2101</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l02102"></a><span class="lineno"> 2102</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l02103"></a><span class="lineno"> 2103</span>&#160;     T_FEATURE(0)</div><div class="line"><a name="l02104"></a><span class="lineno"> 2104</span>&#160;     );</div><div class="line"><a name="l02105"></a><span class="lineno"> 2105</span>&#160;  </div><div class="line"><a name="l02106"></a><span class="lineno"> 2106</span>&#160;  <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l02107"></a><span class="lineno"> 2107</span>&#160;    (larray_centroid1,</div><div class="line"><a name="l02108"></a><span class="lineno"> 2108</span>&#160;     lui_numInstances,</div><div class="line"><a name="l02109"></a><span class="lineno"> 2109</span>&#160;     larray_sumFeatureTmp</div><div class="line"><a name="l02110"></a><span class="lineno"> 2110</span>&#160;     );</div><div class="line"><a name="l02111"></a><span class="lineno"> 2111</span>&#160;</div><div class="line"><a name="l02112"></a><span class="lineno"> 2112</span>&#160;  T_METRIC  lometric_scoreFunction = <a class="code" href="unsupervised__measures_8hpp.html#ac6a9e1bcd3609f188d3b786c209ed6a3">measuare_undefScoreFunction</a>(T_METRIC);</div><div class="line"><a name="l02113"></a><span class="lineno"> 2113</span>&#160;</div><div class="line"><a name="l02114"></a><span class="lineno"> 2114</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 0 ) {</div><div class="line"><a name="l02115"></a><span class="lineno"> 2115</span>&#160;    </div><div class="line"><a name="l02116"></a><span class="lineno"> 2116</span>&#160;    std::vector&lt;T_METRIC&gt; lvectorrt_sumDistInstCentInK;</div><div class="line"><a name="l02117"></a><span class="lineno"> 2117</span>&#160;    std::vector&lt;uintidx&gt;  lvectorui_numInstClusterK;</div><div class="line"><a name="l02118"></a><span class="lineno"> 2118</span>&#160;  </div><div class="line"><a name="l02119"></a><span class="lineno"> 2119</span>&#160;    std::tie</div><div class="line"><a name="l02120"></a><span class="lineno"> 2120</span>&#160;      (lvectorrt_sumDistInstCentInK,</div><div class="line"><a name="l02121"></a><span class="lineno"> 2121</span>&#160;       lvectorui_numInstClusterK) =</div><div class="line"><a name="l02122"></a><span class="lineno"> 2122</span>&#160;      <a class="code" href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">sumDistInstCentInK</a></div><div class="line"><a name="l02123"></a><span class="lineno"> 2123</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l02124"></a><span class="lineno"> 2124</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l02125"></a><span class="lineno"> 2125</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l02126"></a><span class="lineno"> 2126</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l02127"></a><span class="lineno"> 2127</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02128"></a><span class="lineno"> 2128</span>&#160;       );</div><div class="line"><a name="l02129"></a><span class="lineno"> 2129</span>&#160;   </div><div class="line"><a name="l02130"></a><span class="lineno"> 2130</span>&#160;    T_METRIC lmetrict_wcd =</div><div class="line"><a name="l02131"></a><span class="lineno"> 2131</span>&#160;      std::inner_product</div><div class="line"><a name="l02132"></a><span class="lineno"> 2132</span>&#160;      (lvectorrt_sumDistInstCentInK.begin(),</div><div class="line"><a name="l02133"></a><span class="lineno"> 2133</span>&#160;       lvectorrt_sumDistInstCentInK.end(),</div><div class="line"><a name="l02134"></a><span class="lineno"> 2134</span>&#160;       lvectorui_numInstClusterK.begin(),</div><div class="line"><a name="l02135"></a><span class="lineno"> 2135</span>&#160;       T_METRIC(0.0),</div><div class="line"><a name="l02136"></a><span class="lineno"> 2136</span>&#160;       [](T_METRIC airt_partialsum, T_METRIC airt_prod) </div><div class="line"><a name="l02137"></a><span class="lineno"> 2137</span>&#160;       {<span class="keywordflow">return</span> airt_partialsum + airt_prod; },</div><div class="line"><a name="l02138"></a><span class="lineno"> 2138</span>&#160;       [](T_METRIC airt_sumDistInstCentInK,</div><div class="line"><a name="l02139"></a><span class="lineno"> 2139</span>&#160;          <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  aiit_numInstClusterK )</div><div class="line"><a name="l02140"></a><span class="lineno"> 2140</span>&#160;       {<span class="keywordflow">return</span> (aiit_numInstClusterK!=0)?</div><div class="line"><a name="l02141"></a><span class="lineno"> 2141</span>&#160;        airt_sumDistInstCentInK / T_METRIC(aiit_numInstClusterK)</div><div class="line"><a name="l02142"></a><span class="lineno"> 2142</span>&#160;        :T_METRIC(0.0);</div><div class="line"><a name="l02143"></a><span class="lineno"> 2143</span>&#160;       }</div><div class="line"><a name="l02144"></a><span class="lineno"> 2144</span>&#160;       );</div><div class="line"><a name="l02145"></a><span class="lineno"> 2145</span>&#160;</div><div class="line"><a name="l02146"></a><span class="lineno"> 2146</span>&#160;    <span class="comment">/* SS_B  == bcd */</span></div><div class="line"><a name="l02147"></a><span class="lineno"> 2147</span>&#160;    T_METRIC lmetrict_bcd =</div><div class="line"><a name="l02148"></a><span class="lineno"> 2148</span>&#160;      <a class="code" href="namespaceum.html#a3d80a7d08b3df236552d73f457543a36">ssb</a></div><div class="line"><a name="l02149"></a><span class="lineno"> 2149</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l02150"></a><span class="lineno"> 2150</span>&#160;       larray_centroid1,</div><div class="line"><a name="l02151"></a><span class="lineno"> 2151</span>&#160;       lvectorui_numInstClusterK,</div><div class="line"><a name="l02152"></a><span class="lineno"> 2152</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02153"></a><span class="lineno"> 2153</span>&#160;       )</div><div class="line"><a name="l02154"></a><span class="lineno"> 2154</span>&#160;      / ( T_METRIC(lui_numInstances)  * T_METRIC(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>()) );</div><div class="line"><a name="l02155"></a><span class="lineno"> 2155</span>&#160; </div><div class="line"><a name="l02156"></a><span class="lineno"> 2156</span>&#160;</div><div class="line"><a name="l02157"></a><span class="lineno"> 2157</span>&#160;    lometric_scoreFunction =</div><div class="line"><a name="l02158"></a><span class="lineno"> 2158</span>&#160;      1.0 - 1.0 /(std::exp(std::exp(lmetrict_bcd-lmetrict_wcd)));</div><div class="line"><a name="l02159"></a><span class="lineno"> 2159</span>&#160;    </div><div class="line"><a name="l02160"></a><span class="lineno"> 2160</span>&#160;  }</div><div class="line"><a name="l02161"></a><span class="lineno"> 2161</span>&#160;    </div><div class="line"><a name="l02162"></a><span class="lineno"> 2162</span>&#160;          </div><div class="line"><a name="l02163"></a><span class="lineno"> 2163</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02164"></a><span class="lineno"> 2164</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02165"></a><span class="lineno"> 2165</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02166"></a><span class="lineno"> 2166</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02167"></a><span class="lineno"> 2167</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_scoreFunction = &quot;</span> &lt;&lt; lometric_scoreFunction</div><div class="line"><a name="l02168"></a><span class="lineno"> 2168</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02169"></a><span class="lineno"> 2169</span>&#160;  }</div><div class="line"><a name="l02170"></a><span class="lineno"> 2170</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02171"></a><span class="lineno"> 2171</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02172"></a><span class="lineno"> 2172</span>&#160;</div><div class="line"><a name="l02173"></a><span class="lineno"> 2173</span>&#160;  <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l02174"></a><span class="lineno"> 2174</span>&#160;  <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l02175"></a><span class="lineno"> 2175</span>&#160;</div><div class="line"><a name="l02176"></a><span class="lineno"> 2176</span>&#160;  <span class="keywordflow">return</span> lometric_scoreFunction;</div><div class="line"><a name="l02177"></a><span class="lineno"> 2177</span>&#160;    </div><div class="line"><a name="l02178"></a><span class="lineno"> 2178</span>&#160;} <span class="comment">/*END scoreFunction</span></div><div class="line"><a name="l02179"></a><span class="lineno"> 2179</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l02180"></a><span class="lineno"> 2180</span>&#160;</div><div class="line"><a name="l02189"></a><span class="lineno"> 2189</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02190"></a><span class="lineno"> 2190</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02191"></a><span class="lineno"> 2191</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l02192"></a><span class="lineno"> 2192</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l02193"></a><span class="lineno"> 2193</span>&#160;           &gt;</div><div class="line"><a name="l02194"></a><span class="lineno"> 2194</span>&#160;T_METRIC</div><div class="line"><a name="l02195"></a><span class="lineno"> 2195</span>&#160;<a class="code" href="namespaceum.html#a00ec8c8958c649a61b3094ffe6547b10">distMinIntraClusterKj</a></div><div class="line"><a name="l02196"></a><span class="lineno"><a class="line" href="namespaceum.html#a00ec8c8958c649a61b3094ffe6547b10"> 2196</a></span>&#160;(<span class="keyword">const</span> T_CLUSTERIDX                       aicidx_Clusterj,</div><div class="line"><a name="l02197"></a><span class="lineno"> 2197</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a>  &amp;aipartlink_memberShip,</div><div class="line"><a name="l02198"></a><span class="lineno"> 2198</span>&#160; INPUT_ITERATOR                           aiiterator_instfirst,</div><div class="line"><a name="l02199"></a><span class="lineno"> 2199</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>     &amp;aifunc2p_dist</div><div class="line"><a name="l02200"></a><span class="lineno"> 2200</span>&#160; )</div><div class="line"><a name="l02201"></a><span class="lineno"> 2201</span>&#160;{</div><div class="line"><a name="l02202"></a><span class="lineno"> 2202</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02203"></a><span class="lineno"> 2203</span>&#160;  </div><div class="line"><a name="l02204"></a><span class="lineno"> 2204</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02205"></a><span class="lineno"> 2205</span>&#160;    literpart_i(&amp;aipartlink_memberShip);</div><div class="line"><a name="l02206"></a><span class="lineno"> 2206</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02207"></a><span class="lineno"> 2207</span>&#160;    literpart_ip(&amp;aipartlink_memberShip);</div><div class="line"><a name="l02208"></a><span class="lineno"> 2208</span>&#160;  </div><div class="line"><a name="l02209"></a><span class="lineno"> 2209</span>&#160;  T_METRIC  lot_distMinIntraClusterKj = std::numeric_limits&lt;T_METRIC&gt;::max();</div><div class="line"><a name="l02210"></a><span class="lineno"> 2210</span>&#160;</div><div class="line"><a name="l02211"></a><span class="lineno"> 2211</span>&#160;  <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ck = 0; lcidx_Ck &lt; lcidx_numClusterK; lcidx_Ck++) {</div><div class="line"><a name="l02212"></a><span class="lineno"> 2212</span>&#160;    </div><div class="line"><a name="l02213"></a><span class="lineno"> 2213</span>&#160;    <span class="keywordflow">if</span> ( aicidx_Clusterj != lcidx_Ck  ) {</div><div class="line"><a name="l02214"></a><span class="lineno"> 2214</span>&#160;</div><div class="line"><a name="l02215"></a><span class="lineno"> 2215</span>&#160;      <span class="keywordflow">for</span> ( literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(aicidx_Clusterj); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02216"></a><span class="lineno"> 2216</span>&#160;        </div><div class="line"><a name="l02217"></a><span class="lineno"> 2217</span>&#160;        <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02218"></a><span class="lineno"> 2218</span>&#160;          </div><div class="line"><a name="l02219"></a><span class="lineno"> 2219</span>&#160;          <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_i = *std::next(aiiterator_instfirst,literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l02220"></a><span class="lineno"> 2220</span>&#160;          <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_ip = *std::next(aiiterator_instfirst,literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l02221"></a><span class="lineno"> 2221</span>&#160;          T_METRIC lt_distk =</div><div class="line"><a name="l02222"></a><span class="lineno"> 2222</span>&#160;            aifunc2p_dist</div><div class="line"><a name="l02223"></a><span class="lineno"> 2223</span>&#160;            (linst_i-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l02224"></a><span class="lineno"> 2224</span>&#160;             linst_ip-&gt;getFeatures(),</div><div class="line"><a name="l02225"></a><span class="lineno"> 2225</span>&#160;             <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l02226"></a><span class="lineno"> 2226</span>&#160;             );</div><div class="line"><a name="l02227"></a><span class="lineno"> 2227</span>&#160;          <span class="keywordflow">if</span> ( lt_distk &lt; lot_distMinIntraClusterKj )</div><div class="line"><a name="l02228"></a><span class="lineno"> 2228</span>&#160;            lot_distMinIntraClusterKj = lt_distk;</div><div class="line"><a name="l02229"></a><span class="lineno"> 2229</span>&#160;        }</div><div class="line"><a name="l02230"></a><span class="lineno"> 2230</span>&#160;      }</div><div class="line"><a name="l02231"></a><span class="lineno"> 2231</span>&#160;    }</div><div class="line"><a name="l02232"></a><span class="lineno"> 2232</span>&#160;  }</div><div class="line"><a name="l02233"></a><span class="lineno"> 2233</span>&#160;</div><div class="line"><a name="l02234"></a><span class="lineno"> 2234</span>&#160;  <span class="keywordflow">return</span> lot_distMinIntraClusterKj;</div><div class="line"><a name="l02235"></a><span class="lineno"> 2235</span>&#160;}</div><div class="line"><a name="l02236"></a><span class="lineno"> 2236</span>&#160;</div><div class="line"><a name="l02237"></a><span class="lineno"> 2237</span>&#160;</div><div class="line"><a name="l02245"></a><span class="lineno"> 2245</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02246"></a><span class="lineno"> 2246</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02247"></a><span class="lineno"> 2247</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l02248"></a><span class="lineno"> 2248</span>&#160;           <span class="keyword">typename</span> T_METRIC </div><div class="line"><a name="l02249"></a><span class="lineno"> 2249</span>&#160;           &gt;</div><div class="line"><a name="l02250"></a><span class="lineno"> 2250</span>&#160;std::vector&lt;T_METRIC&gt;</div><div class="line"><a name="l02251"></a><span class="lineno"> 2251</span>&#160;<a class="code" href="namespaceum.html#a5079e5e39be0feefeda22a8033fd28be">diameterClusterK</a></div><div class="line"><a name="l02252"></a><span class="lineno"><a class="line" href="namespaceum.html#a5079e5e39be0feefeda22a8033fd28be"> 2252</a></span>&#160;(INPUT_ITERATOR                          aiiterator_instfirst,</div><div class="line"><a name="l02253"></a><span class="lineno"> 2253</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a> &amp;aipartlink_memberShip,</div><div class="line"><a name="l02254"></a><span class="lineno"> 2254</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l02255"></a><span class="lineno"> 2255</span>&#160; )</div><div class="line"><a name="l02256"></a><span class="lineno"> 2256</span>&#160;{</div><div class="line"><a name="l02257"></a><span class="lineno"> 2257</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02258"></a><span class="lineno"> 2258</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::diameterClusterK&quot;</span>;</div><div class="line"><a name="l02259"></a><span class="lineno"> 2259</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02260"></a><span class="lineno"> 2260</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02261"></a><span class="lineno"> 2261</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l02262"></a><span class="lineno"> 2262</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02263"></a><span class="lineno"> 2263</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(\n input  PartitionLinked&amp;: aipartlink_memberShip[&quot;</span> </div><div class="line"><a name="l02264"></a><span class="lineno"> 2264</span>&#160;              &lt;&lt; &amp;aipartlink_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02265"></a><span class="lineno"> 2265</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l02266"></a><span class="lineno"> 2266</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;] K = &quot;</span> &lt;&lt; aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>()</div><div class="line"><a name="l02267"></a><span class="lineno"> 2267</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l02268"></a><span class="lineno"> 2268</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02269"></a><span class="lineno"> 2269</span>&#160;  }</div><div class="line"><a name="l02270"></a><span class="lineno"> 2270</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02271"></a><span class="lineno"> 2271</span>&#160;</div><div class="line"><a name="l02272"></a><span class="lineno"> 2272</span>&#160;  <span class="keyword">const</span>  T_CLUSTERIDX lcidx_numClusterK = aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02273"></a><span class="lineno"> 2273</span>&#160;    </div><div class="line"><a name="l02274"></a><span class="lineno"> 2274</span>&#160;  std::vector&lt;T_METRIC&gt;        lvectort_diameterClusterK(lcidx_numClusterK,T_METRIC(0));</div><div class="line"><a name="l02275"></a><span class="lineno"> 2275</span>&#160;    </div><div class="line"><a name="l02276"></a><span class="lineno"> 2276</span>&#160;  <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ci = 0; lcidx_Ci &lt; lcidx_numClusterK; lcidx_Ci++) {</div><div class="line"><a name="l02277"></a><span class="lineno"> 2277</span>&#160;      </div><div class="line"><a name="l02278"></a><span class="lineno"> 2278</span>&#160;    lvectort_diameterClusterK[lcidx_Ci] = </div><div class="line"><a name="l02279"></a><span class="lineno"> 2279</span>&#160;      <a class="code" href="namespaceum.html#ac9c4b9777bb97ada898b3d1bc2621996">diameterClusterKj</a></div><div class="line"><a name="l02280"></a><span class="lineno"> 2280</span>&#160;      (lcidx_Ci,</div><div class="line"><a name="l02281"></a><span class="lineno"> 2281</span>&#160;       aipartlink_memberShip,</div><div class="line"><a name="l02282"></a><span class="lineno"> 2282</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l02283"></a><span class="lineno"> 2283</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02284"></a><span class="lineno"> 2284</span>&#160;       );</div><div class="line"><a name="l02285"></a><span class="lineno"> 2285</span>&#160;  }</div><div class="line"><a name="l02286"></a><span class="lineno"> 2286</span>&#160;</div><div class="line"><a name="l02287"></a><span class="lineno"> 2287</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02288"></a><span class="lineno"> 2288</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02289"></a><span class="lineno"> 2289</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02290"></a><span class="lineno"> 2290</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l02291"></a><span class="lineno"> 2291</span>&#160;    std::ostringstream lostrstream_labelDiameter;</div><div class="line"><a name="l02292"></a><span class="lineno"> 2292</span>&#160;    lostrstream_labelDiameter &lt;&lt; <span class="stringliteral">&quot;&lt;DIAMETER: &quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02293"></a><span class="lineno"> 2293</span>&#160;                              &lt;&lt; <span class="stringliteral">&quot;lvectort_diameterClusterK[&quot;</span> &lt;&lt; &amp;lvectort_diameterClusterK &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l02294"></a><span class="lineno"> 2294</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l02295"></a><span class="lineno"> 2295</span>&#160;      (lvectort_diameterClusterK.begin(),</div><div class="line"><a name="l02296"></a><span class="lineno"> 2296</span>&#160;       lvectort_diameterClusterK.end(),</div><div class="line"><a name="l02297"></a><span class="lineno"> 2297</span>&#160;       std::cout,</div><div class="line"><a name="l02298"></a><span class="lineno"> 2298</span>&#160;       lostrstream_labelDiameter.str().c_str(),</div><div class="line"><a name="l02299"></a><span class="lineno"> 2299</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l02300"></a><span class="lineno"> 2300</span>&#160;       );</div><div class="line"><a name="l02301"></a><span class="lineno"> 2301</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l02302"></a><span class="lineno"> 2302</span>&#160;  }</div><div class="line"><a name="l02303"></a><span class="lineno"> 2303</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02304"></a><span class="lineno"> 2304</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02305"></a><span class="lineno"> 2305</span>&#160;     </div><div class="line"><a name="l02306"></a><span class="lineno"> 2306</span>&#160;  <span class="keywordflow">return</span> lvectort_diameterClusterK;</div><div class="line"><a name="l02307"></a><span class="lineno"> 2307</span>&#160;  </div><div class="line"><a name="l02308"></a><span class="lineno"> 2308</span>&#160;} <span class="comment">//END diameterClusterK</span></div><div class="line"><a name="l02309"></a><span class="lineno"> 2309</span>&#160;</div><div class="line"><a name="l02310"></a><span class="lineno"> 2310</span>&#160;</div><div class="line"><a name="l02332"></a><span class="lineno"> 2332</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02333"></a><span class="lineno"> 2333</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l02334"></a><span class="lineno"> 2334</span>&#160;           &gt;</div><div class="line"><a name="l02335"></a><span class="lineno"> 2335</span>&#160;T_METRIC</div><div class="line"><a name="l02336"></a><span class="lineno"> 2336</span>&#160;<a class="code" href="namespaceum.html#aa66fd9714651a71aaa33964fa0ab7012">DunnIndex</a></div><div class="line"><a name="l02337"></a><span class="lineno"><a class="line" href="namespaceum.html#aa66fd9714651a71aaa33964fa0ab7012"> 2337</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_triang.html">mat::MatrixTriang&lt;T_METRIC&gt;</a>       &amp;aimatrixtriagt_dissimilarity,</div><div class="line"><a name="l02338"></a><span class="lineno"> 2338</span>&#160; <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a> &amp;aipartlink_memberShip</div><div class="line"><a name="l02339"></a><span class="lineno"> 2339</span>&#160; ) </div><div class="line"><a name="l02340"></a><span class="lineno"> 2340</span>&#160;{</div><div class="line"><a name="l02341"></a><span class="lineno"> 2341</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02342"></a><span class="lineno"> 2342</span>&#160;</div><div class="line"><a name="l02343"></a><span class="lineno"> 2343</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02344"></a><span class="lineno"> 2344</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::DunnIndex&quot;</span>;</div><div class="line"><a name="l02345"></a><span class="lineno"> 2345</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02346"></a><span class="lineno"> 2346</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02347"></a><span class="lineno"> 2347</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02348"></a><span class="lineno"> 2348</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l02349"></a><span class="lineno"> 2349</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  PartitionLinked&amp;: aipartlink_memberShip[&quot;</span> </div><div class="line"><a name="l02350"></a><span class="lineno"> 2350</span>&#160;              &lt;&lt; &amp;aipartlink_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02351"></a><span class="lineno"> 2351</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lcidx_numClusterK =  &quot;</span> &lt;&lt; lcidx_numClusterK</div><div class="line"><a name="l02352"></a><span class="lineno"> 2352</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l02353"></a><span class="lineno"> 2353</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02354"></a><span class="lineno"> 2354</span>&#160;  }</div><div class="line"><a name="l02355"></a><span class="lineno"> 2355</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02356"></a><span class="lineno"> 2356</span>&#160;</div><div class="line"><a name="l02357"></a><span class="lineno"> 2357</span>&#160;  T_METRIC lot_DunnIndex = <a class="code" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a>(T_METRIC);</div><div class="line"><a name="l02358"></a><span class="lineno"> 2358</span>&#160;</div><div class="line"><a name="l02359"></a><span class="lineno"> 2359</span>&#160;  <span class="keywordflow">if</span>  ( lcidx_numClusterK &gt; 0 ) {</div><div class="line"><a name="l02360"></a><span class="lineno"> 2360</span>&#160;    </div><div class="line"><a name="l02361"></a><span class="lineno"> 2361</span>&#160;    <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02362"></a><span class="lineno"> 2362</span>&#160;      literpart_i(&amp;aipartlink_memberShip);</div><div class="line"><a name="l02363"></a><span class="lineno"> 2363</span>&#160;    <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02364"></a><span class="lineno"> 2364</span>&#160;      literpart_ip(&amp;aipartlink_memberShip);</div><div class="line"><a name="l02365"></a><span class="lineno"> 2365</span>&#160;    </div><div class="line"><a name="l02366"></a><span class="lineno"> 2366</span>&#160;    <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ck = 0; lcidx_Ck &lt; lcidx_numClusterK; lcidx_Ck++) { </div><div class="line"><a name="l02367"></a><span class="lineno"> 2367</span>&#160;</div><div class="line"><a name="l02368"></a><span class="lineno"> 2368</span>&#160;      </div><div class="line"><a name="l02369"></a><span class="lineno"> 2369</span>&#160;      <span class="keywordflow">for</span> ( literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02370"></a><span class="lineno"> 2370</span>&#160;</div><div class="line"><a name="l02371"></a><span class="lineno"> 2371</span>&#160;        T_METRIC lrt_Delta  = T_METRIC(0.0);</div><div class="line"><a name="l02372"></a><span class="lineno"> 2372</span>&#160;          </div><div class="line"><a name="l02373"></a><span class="lineno"> 2373</span>&#160;        <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02374"></a><span class="lineno"> 2374</span>&#160;            </div><div class="line"><a name="l02375"></a><span class="lineno"> 2375</span>&#160;          T_METRIC lrt_d =</div><div class="line"><a name="l02376"></a><span class="lineno"> 2376</span>&#160;            aimatrixtriagt_dissimilarity</div><div class="line"><a name="l02377"></a><span class="lineno"> 2377</span>&#160;            (literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>(),</div><div class="line"><a name="l02378"></a><span class="lineno"> 2378</span>&#160;             literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>()</div><div class="line"><a name="l02379"></a><span class="lineno"> 2379</span>&#160;             );</div><div class="line"><a name="l02380"></a><span class="lineno"> 2380</span>&#160;          <span class="keywordflow">if</span> ( lrt_d  &gt; lrt_Delta )</div><div class="line"><a name="l02381"></a><span class="lineno"> 2381</span>&#160;            lrt_Delta = lrt_d;</div><div class="line"><a name="l02382"></a><span class="lineno"> 2382</span>&#160;        }</div><div class="line"><a name="l02383"></a><span class="lineno"> 2383</span>&#160;</div><div class="line"><a name="l02384"></a><span class="lineno"> 2384</span>&#160;        T_METRIC lrt_delta = std::numeric_limits&lt;T_METRIC&gt;::max();</div><div class="line"><a name="l02385"></a><span class="lineno"> 2385</span>&#160;          </div><div class="line"><a name="l02386"></a><span class="lineno"> 2386</span>&#160;        <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ckp = 0; lcidx_Ckp &lt; lcidx_numClusterK; lcidx_Ckp++) {</div><div class="line"><a name="l02387"></a><span class="lineno"> 2387</span>&#160;</div><div class="line"><a name="l02388"></a><span class="lineno"> 2388</span>&#160;          <span class="keywordflow">if</span> ( lcidx_Ck != lcidx_Ckp ) {</div><div class="line"><a name="l02389"></a><span class="lineno"> 2389</span>&#160;            T_METRIC lt_sumbi = T_METRIC(0);</div><div class="line"><a name="l02390"></a><span class="lineno"> 2390</span>&#160;            <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ckp); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02391"></a><span class="lineno"> 2391</span>&#160;                </div><div class="line"><a name="l02392"></a><span class="lineno"> 2392</span>&#160;              T_METRIC lrt_d =</div><div class="line"><a name="l02393"></a><span class="lineno"> 2393</span>&#160;                aimatrixtriagt_dissimilarity</div><div class="line"><a name="l02394"></a><span class="lineno"> 2394</span>&#160;                (literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>(),</div><div class="line"><a name="l02395"></a><span class="lineno"> 2395</span>&#160;                 literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>()</div><div class="line"><a name="l02396"></a><span class="lineno"> 2396</span>&#160;                 );</div><div class="line"><a name="l02397"></a><span class="lineno"> 2397</span>&#160;                </div><div class="line"><a name="l02398"></a><span class="lineno"> 2398</span>&#160;              <span class="keywordflow">if</span> ( lrt_d  &lt; lrt_delta )</div><div class="line"><a name="l02399"></a><span class="lineno"> 2399</span>&#160;                lrt_delta = lrt_d;</div><div class="line"><a name="l02400"></a><span class="lineno"> 2400</span>&#160;                </div><div class="line"><a name="l02401"></a><span class="lineno"> 2401</span>&#160;            }</div><div class="line"><a name="l02402"></a><span class="lineno"> 2402</span>&#160;              </div><div class="line"><a name="l02403"></a><span class="lineno"> 2403</span>&#160;          }</div><div class="line"><a name="l02404"></a><span class="lineno"> 2404</span>&#160;</div><div class="line"><a name="l02405"></a><span class="lineno"> 2405</span>&#160;        }</div><div class="line"><a name="l02406"></a><span class="lineno"> 2406</span>&#160;</div><div class="line"><a name="l02407"></a><span class="lineno"> 2407</span>&#160;        T_METRIC lrt_partilDI  = (lrt_Delta != 0)? lrt_delta / lrt_Delta:<a class="code" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a>(T_METRIC);</div><div class="line"><a name="l02408"></a><span class="lineno"> 2408</span>&#160;</div><div class="line"><a name="l02409"></a><span class="lineno"> 2409</span>&#160;        <span class="keywordflow">if</span> ( lrt_partilDI &lt; lot_DunnIndex) </div><div class="line"><a name="l02410"></a><span class="lineno"> 2410</span>&#160;          lot_DunnIndex = lrt_partilDI;   </div><div class="line"><a name="l02411"></a><span class="lineno"> 2411</span>&#160;          </div><div class="line"><a name="l02412"></a><span class="lineno"> 2412</span>&#160;      }</div><div class="line"><a name="l02413"></a><span class="lineno"> 2413</span>&#160;      </div><div class="line"><a name="l02414"></a><span class="lineno"> 2414</span>&#160;    } <span class="comment">//For all cluster</span></div><div class="line"><a name="l02415"></a><span class="lineno"> 2415</span>&#160;</div><div class="line"><a name="l02416"></a><span class="lineno"> 2416</span>&#160;  } <span class="comment">//End If</span></div><div class="line"><a name="l02417"></a><span class="lineno"> 2417</span>&#160;</div><div class="line"><a name="l02418"></a><span class="lineno"> 2418</span>&#160;  </div><div class="line"><a name="l02419"></a><span class="lineno"> 2419</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02420"></a><span class="lineno"> 2420</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02421"></a><span class="lineno"> 2421</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02422"></a><span class="lineno"> 2422</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) &quot;</span></div><div class="line"><a name="l02423"></a><span class="lineno"> 2423</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;T_METRIC lot_DunnIndex = &quot;</span>   &lt;&lt; lot_DunnIndex</div><div class="line"><a name="l02424"></a><span class="lineno"> 2424</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02425"></a><span class="lineno"> 2425</span>&#160;  }</div><div class="line"><a name="l02426"></a><span class="lineno"> 2426</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02427"></a><span class="lineno"> 2427</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02428"></a><span class="lineno"> 2428</span>&#160;</div><div class="line"><a name="l02429"></a><span class="lineno"> 2429</span>&#160;  <span class="keywordflow">return</span> lot_DunnIndex;</div><div class="line"><a name="l02430"></a><span class="lineno"> 2430</span>&#160;  </div><div class="line"><a name="l02431"></a><span class="lineno"> 2431</span>&#160;}</div><div class="line"><a name="l02432"></a><span class="lineno"> 2432</span>&#160;</div><div class="line"><a name="l02433"></a><span class="lineno"> 2433</span>&#160;</div><div class="line"><a name="l02456"></a><span class="lineno"> 2456</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02457"></a><span class="lineno"> 2457</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l02458"></a><span class="lineno"> 2458</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02459"></a><span class="lineno"> 2459</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l02460"></a><span class="lineno"> 2460</span>&#160;           &gt;</div><div class="line"><a name="l02461"></a><span class="lineno"> 2461</span>&#160;T_METRIC</div><div class="line"><a name="l02462"></a><span class="lineno"> 2462</span>&#160;<a class="code" href="namespaceum.html#aa66fd9714651a71aaa33964fa0ab7012">DunnIndex</a></div><div class="line"><a name="l02463"></a><span class="lineno"><a class="line" href="namespaceum.html#a46e5d5dc027dab5f0374eb25cd8d4168"> 2463</a></span>&#160;(INPUT_ITERATOR                          aiiterator_instfirst,</div><div class="line"><a name="l02464"></a><span class="lineno"> 2464</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a> &amp;aipartlink_memberShip,</div><div class="line"><a name="l02465"></a><span class="lineno"> 2465</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l02466"></a><span class="lineno"> 2466</span>&#160; )</div><div class="line"><a name="l02467"></a><span class="lineno"> 2467</span>&#160;{ <span class="comment">//BEGIN DunnIndex</span></div><div class="line"><a name="l02468"></a><span class="lineno"> 2468</span>&#160;</div><div class="line"><a name="l02469"></a><span class="lineno"> 2469</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02470"></a><span class="lineno"> 2470</span>&#160;  </div><div class="line"><a name="l02471"></a><span class="lineno"> 2471</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02472"></a><span class="lineno"> 2472</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::DunnIndex&quot;</span>;</div><div class="line"><a name="l02473"></a><span class="lineno"> 2473</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02474"></a><span class="lineno"> 2474</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02475"></a><span class="lineno"> 2475</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l02476"></a><span class="lineno"> 2476</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l02477"></a><span class="lineno"> 2477</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input aiiterator_instfirst[&quot;</span> &lt;&lt; &amp;aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02478"></a><span class="lineno"> 2478</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const &amp;aipartlink_memberShip[&quot;</span> &lt;&lt; &amp;aipartlink_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02479"></a><span class="lineno"> 2479</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lcidx_numClusterK =  &quot;</span> &lt;&lt; lcidx_numClusterK</div><div class="line"><a name="l02480"></a><span class="lineno"> 2480</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const &amp;aifunc2p_dist[&quot;</span> &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02481"></a><span class="lineno"> 2481</span>&#160;              &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02482"></a><span class="lineno"> 2482</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02483"></a><span class="lineno"> 2483</span>&#160;  }</div><div class="line"><a name="l02484"></a><span class="lineno"> 2484</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02485"></a><span class="lineno"> 2485</span>&#160;</div><div class="line"><a name="l02486"></a><span class="lineno"> 2486</span>&#160;  T_METRIC lot_DunnIndex = <a class="code" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a>(T_METRIC);</div><div class="line"><a name="l02487"></a><span class="lineno"> 2487</span>&#160;</div><div class="line"><a name="l02488"></a><span class="lineno"> 2488</span>&#160;  <span class="keywordflow">if</span>  ( lcidx_numClusterK &gt; 0 ) {</div><div class="line"><a name="l02489"></a><span class="lineno"> 2489</span>&#160;      </div><div class="line"><a name="l02490"></a><span class="lineno"> 2490</span>&#160;    <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ck = 0; lcidx_Ck &lt; lcidx_numClusterK; lcidx_Ck++) {</div><div class="line"><a name="l02491"></a><span class="lineno"> 2491</span>&#160;      </div><div class="line"><a name="l02492"></a><span class="lineno"> 2492</span>&#160;      T_METRIC lrt_delta =</div><div class="line"><a name="l02493"></a><span class="lineno"> 2493</span>&#160;        <a class="code" href="namespaceum.html#a00ec8c8958c649a61b3094ffe6547b10">distMinIntraClusterKj</a></div><div class="line"><a name="l02494"></a><span class="lineno"> 2494</span>&#160;        (lcidx_Ck,</div><div class="line"><a name="l02495"></a><span class="lineno"> 2495</span>&#160;         aipartlink_memberShip,</div><div class="line"><a name="l02496"></a><span class="lineno"> 2496</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l02497"></a><span class="lineno"> 2497</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l02498"></a><span class="lineno"> 2498</span>&#160;         );</div><div class="line"><a name="l02499"></a><span class="lineno"> 2499</span>&#160;      </div><div class="line"><a name="l02500"></a><span class="lineno"> 2500</span>&#160;      T_METRIC lrt_Delta =</div><div class="line"><a name="l02501"></a><span class="lineno"> 2501</span>&#160;        <a class="code" href="namespaceum.html#ac9c4b9777bb97ada898b3d1bc2621996">diameterClusterKj</a></div><div class="line"><a name="l02502"></a><span class="lineno"> 2502</span>&#160;        (lcidx_Ck,</div><div class="line"><a name="l02503"></a><span class="lineno"> 2503</span>&#160;         aipartlink_memberShip,</div><div class="line"><a name="l02504"></a><span class="lineno"> 2504</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l02505"></a><span class="lineno"> 2505</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l02506"></a><span class="lineno"> 2506</span>&#160;         );</div><div class="line"><a name="l02507"></a><span class="lineno"> 2507</span>&#160;</div><div class="line"><a name="l02508"></a><span class="lineno"> 2508</span>&#160;      T_METRIC lrt_partilDI  = (lrt_Delta != 0)?</div><div class="line"><a name="l02509"></a><span class="lineno"> 2509</span>&#160;        lrt_delta / lrt_Delta:<a class="code" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a>(T_METRIC);</div><div class="line"><a name="l02510"></a><span class="lineno"> 2510</span>&#160;</div><div class="line"><a name="l02511"></a><span class="lineno"> 2511</span>&#160;      <span class="keywordflow">if</span> ( lrt_partilDI &lt; lot_DunnIndex) </div><div class="line"><a name="l02512"></a><span class="lineno"> 2512</span>&#160;        lot_DunnIndex = lrt_partilDI;</div><div class="line"><a name="l02513"></a><span class="lineno"> 2513</span>&#160;    }</div><div class="line"><a name="l02514"></a><span class="lineno"> 2514</span>&#160;  }</div><div class="line"><a name="l02515"></a><span class="lineno"> 2515</span>&#160;</div><div class="line"><a name="l02516"></a><span class="lineno"> 2516</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02517"></a><span class="lineno"> 2517</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02518"></a><span class="lineno"> 2518</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02519"></a><span class="lineno"> 2519</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) &quot;</span></div><div class="line"><a name="l02520"></a><span class="lineno"> 2520</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;T_METRIC lot_DunnIndex = &quot;</span>   &lt;&lt; lot_DunnIndex</div><div class="line"><a name="l02521"></a><span class="lineno"> 2521</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02522"></a><span class="lineno"> 2522</span>&#160;  }</div><div class="line"><a name="l02523"></a><span class="lineno"> 2523</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02524"></a><span class="lineno"> 2524</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02525"></a><span class="lineno"> 2525</span>&#160;</div><div class="line"><a name="l02526"></a><span class="lineno"> 2526</span>&#160;  <span class="keywordflow">return</span> lot_DunnIndex;</div><div class="line"><a name="l02527"></a><span class="lineno"> 2527</span>&#160;  </div><div class="line"><a name="l02528"></a><span class="lineno"> 2528</span>&#160;} <span class="comment">//END DunnIndex</span></div><div class="line"><a name="l02529"></a><span class="lineno"> 2529</span>&#160;</div><div class="line"><a name="l02530"></a><span class="lineno"> 2530</span>&#160;</div><div class="line"><a name="l02540"></a><span class="lineno"> 2540</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l02541"></a><span class="lineno"> 2541</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02542"></a><span class="lineno"> 2542</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02543"></a><span class="lineno"> 2543</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l02544"></a><span class="lineno"> 2544</span>&#160;           &gt;</div><div class="line"><a name="l02545"></a><span class="lineno"> 2545</span>&#160;T_METRIC </div><div class="line"><a name="l02546"></a><span class="lineno"> 2546</span>&#160;<a class="code" href="namespaceum.html#aaf89404618e7aef4f4bd8398118c70b8">simplifiedDunnIndex</a></div><div class="line"><a name="l02547"></a><span class="lineno"><a class="line" href="namespaceum.html#aaf89404618e7aef4f4bd8398118c70b8"> 2547</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>         &amp;aimatrixt_centroids, </div><div class="line"><a name="l02548"></a><span class="lineno"> 2548</span>&#160; INPUT_ITERATOR                           aiiterator_instfirst,</div><div class="line"><a name="l02549"></a><span class="lineno"> 2549</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a>  &amp;aipartlink_memberShip,</div><div class="line"><a name="l02550"></a><span class="lineno"> 2550</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>     &amp;aifunc2p_dist</div><div class="line"><a name="l02551"></a><span class="lineno"> 2551</span>&#160; )</div><div class="line"><a name="l02552"></a><span class="lineno"> 2552</span>&#160;{</div><div class="line"><a name="l02553"></a><span class="lineno"> 2553</span>&#160;</div><div class="line"><a name="l02554"></a><span class="lineno"> 2554</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02555"></a><span class="lineno"> 2555</span>&#160;  </div><div class="line"><a name="l02556"></a><span class="lineno"> 2556</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02557"></a><span class="lineno"> 2557</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::simplifiedDunnIndex&quot;</span>;</div><div class="line"><a name="l02558"></a><span class="lineno"> 2558</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02559"></a><span class="lineno"> 2559</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02560"></a><span class="lineno"> 2560</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l02561"></a><span class="lineno"> 2561</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02562"></a><span class="lineno"> 2562</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l02563"></a><span class="lineno"> 2563</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02564"></a><span class="lineno"> 2564</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  aipartlink_memberShip[&quot;</span> </div><div class="line"><a name="l02565"></a><span class="lineno"> 2565</span>&#160;              &lt;&lt; &amp;aipartlink_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02566"></a><span class="lineno"> 2566</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lcidx_numClusterK =  &quot;</span> &lt;&lt; lcidx_numClusterK &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l02567"></a><span class="lineno"> 2567</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l02568"></a><span class="lineno"> 2568</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l02569"></a><span class="lineno"> 2569</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l02570"></a><span class="lineno"> 2570</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02571"></a><span class="lineno"> 2571</span>&#160;  }</div><div class="line"><a name="l02572"></a><span class="lineno"> 2572</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02573"></a><span class="lineno"> 2573</span>&#160;</div><div class="line"><a name="l02574"></a><span class="lineno"> 2574</span>&#160;</div><div class="line"><a name="l02575"></a><span class="lineno"> 2575</span>&#160;  T_METRIC lot_DunnIndex = <a class="code" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a>(T_METRIC);</div><div class="line"><a name="l02576"></a><span class="lineno"> 2576</span>&#160;</div><div class="line"><a name="l02577"></a><span class="lineno"> 2577</span>&#160;  <span class="keywordflow">if</span>  ( lcidx_numClusterK &gt; 0 ) {</div><div class="line"><a name="l02578"></a><span class="lineno"> 2578</span>&#160;      </div><div class="line"><a name="l02579"></a><span class="lineno"> 2579</span>&#160;    <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ck = 0; lcidx_Ck &lt; lcidx_numClusterK; lcidx_Ck++) {</div><div class="line"><a name="l02580"></a><span class="lineno"> 2580</span>&#160;      </div><div class="line"><a name="l02581"></a><span class="lineno"> 2581</span>&#160;      T_METRIC lrt_delta =</div><div class="line"><a name="l02582"></a><span class="lineno"> 2582</span>&#160;        <a class="code" href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">minDistCjCjp</a></div><div class="line"><a name="l02583"></a><span class="lineno"> 2583</span>&#160;        (lcidx_Ck,</div><div class="line"><a name="l02584"></a><span class="lineno"> 2584</span>&#160;         aimatrixt_centroids,</div><div class="line"><a name="l02585"></a><span class="lineno"> 2585</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l02586"></a><span class="lineno"> 2586</span>&#160;         );</div><div class="line"><a name="l02587"></a><span class="lineno"> 2587</span>&#160;      </div><div class="line"><a name="l02588"></a><span class="lineno"> 2588</span>&#160;      T_METRIC lrt_Delta =</div><div class="line"><a name="l02589"></a><span class="lineno"> 2589</span>&#160;        <a class="code" href="namespaceum.html#acbada65717c92ac0a22d2f71c61526d1">radiusClusterKj</a></div><div class="line"><a name="l02590"></a><span class="lineno"> 2590</span>&#160;        (lcidx_Ck,</div><div class="line"><a name="l02591"></a><span class="lineno"> 2591</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lcidx_Ck),</div><div class="line"><a name="l02592"></a><span class="lineno"> 2592</span>&#160;         aipartlink_memberShip,</div><div class="line"><a name="l02593"></a><span class="lineno"> 2593</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l02594"></a><span class="lineno"> 2594</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l02595"></a><span class="lineno"> 2595</span>&#160;         );</div><div class="line"><a name="l02596"></a><span class="lineno"> 2596</span>&#160;</div><div class="line"><a name="l02597"></a><span class="lineno"> 2597</span>&#160;      T_METRIC lrt_partilDI  =</div><div class="line"><a name="l02598"></a><span class="lineno"> 2598</span>&#160;        (lrt_Delta != 0)? lrt_delta / (2.0 * lrt_Delta):<a class="code" href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a>(T_METRIC);</div><div class="line"><a name="l02599"></a><span class="lineno"> 2599</span>&#160;</div><div class="line"><a name="l02600"></a><span class="lineno"> 2600</span>&#160;      <span class="keywordflow">if</span> ( lrt_partilDI &lt; lot_DunnIndex) </div><div class="line"><a name="l02601"></a><span class="lineno"> 2601</span>&#160;        lot_DunnIndex = lrt_partilDI;</div><div class="line"><a name="l02602"></a><span class="lineno"> 2602</span>&#160;    }</div><div class="line"><a name="l02603"></a><span class="lineno"> 2603</span>&#160;  }</div><div class="line"><a name="l02604"></a><span class="lineno"> 2604</span>&#160;</div><div class="line"><a name="l02605"></a><span class="lineno"> 2605</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02606"></a><span class="lineno"> 2606</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02607"></a><span class="lineno"> 2607</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02608"></a><span class="lineno"> 2608</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) &quot;</span></div><div class="line"><a name="l02609"></a><span class="lineno"> 2609</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;T_METRIC lot_DunnIndex = &quot;</span>   &lt;&lt; lot_DunnIndex</div><div class="line"><a name="l02610"></a><span class="lineno"> 2610</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02611"></a><span class="lineno"> 2611</span>&#160;  }</div><div class="line"><a name="l02612"></a><span class="lineno"> 2612</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02613"></a><span class="lineno"> 2613</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02614"></a><span class="lineno"> 2614</span>&#160;</div><div class="line"><a name="l02615"></a><span class="lineno"> 2615</span>&#160;  <span class="keywordflow">return</span> lot_DunnIndex;</div><div class="line"><a name="l02616"></a><span class="lineno"> 2616</span>&#160;</div><div class="line"><a name="l02617"></a><span class="lineno"> 2617</span>&#160;}</div><div class="line"><a name="l02618"></a><span class="lineno"> 2618</span>&#160;</div><div class="line"><a name="l02619"></a><span class="lineno"> 2619</span>&#160;  </div><div class="line"><a name="l02644"></a><span class="lineno"> 2644</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02645"></a><span class="lineno"> 2645</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l02646"></a><span class="lineno"> 2646</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02647"></a><span class="lineno"> 2647</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l02648"></a><span class="lineno"> 2648</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l02649"></a><span class="lineno"> 2649</span>&#160;           &gt;</div><div class="line"><a name="l02650"></a><span class="lineno"> 2650</span>&#160;T_METRIC</div><div class="line"><a name="l02651"></a><span class="lineno"> 2651</span>&#160;<a class="code" href="namespaceum.html#a46870f8491e49e0e08ceb0e2f5434bb1">CSmeasure</a></div><div class="line"><a name="l02652"></a><span class="lineno"><a class="line" href="namespaceum.html#a46870f8491e49e0e08ceb0e2f5434bb1"> 2652</a></span>&#160;(INPUT_ITERATOR                         aiiterator_instfirst,</div><div class="line"><a name="l02653"></a><span class="lineno"> 2653</span>&#160; <span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>        &amp;aimatrixt_centroids,</div><div class="line"><a name="l02654"></a><span class="lineno"> 2654</span>&#160; <span class="keyword">const</span> <a class="code" href="classds_1_1_partition_linked_num_inst.html">ds::PartitionLinkedNumInst</a></div><div class="line"><a name="l02655"></a><span class="lineno"> 2655</span>&#160; &lt;T_CLUSTERIDX,T_INSTANCES_CLUSTER_K&gt;   &amp;aipartlinknuminst_memberShip,</div><div class="line"><a name="l02656"></a><span class="lineno"> 2656</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>   &amp;aifunc2p_dist</div><div class="line"><a name="l02657"></a><span class="lineno"> 2657</span>&#160; )</div><div class="line"><a name="l02658"></a><span class="lineno"> 2658</span>&#160;{ <span class="comment">//BEGIN CSmeasure</span></div><div class="line"><a name="l02659"></a><span class="lineno"> 2659</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02660"></a><span class="lineno"> 2660</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::CSmeasure&quot;</span>;</div><div class="line"><a name="l02661"></a><span class="lineno"> 2661</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02662"></a><span class="lineno"> 2662</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02663"></a><span class="lineno"> 2663</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l02664"></a><span class="lineno"> 2664</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l02665"></a><span class="lineno"> 2665</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input aiiterator_instfirst[&quot;</span> &lt;&lt; &amp;aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02666"></a><span class="lineno"> 2666</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const aimatrixt_centroids[&quot;</span> &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02667"></a><span class="lineno"> 2667</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const &amp;aipartlinknuminst_memberShip[&quot;</span> &lt;&lt; &amp;aipartlinknuminst_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02668"></a><span class="lineno"> 2668</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; input const &amp;aifunc2p_dist[&quot;</span> &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02669"></a><span class="lineno"> 2669</span>&#160;              &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02670"></a><span class="lineno"> 2670</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02671"></a><span class="lineno"> 2671</span>&#160;  }</div><div class="line"><a name="l02672"></a><span class="lineno"> 2672</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02673"></a><span class="lineno"> 2673</span>&#160;</div><div class="line"><a name="l02674"></a><span class="lineno"> 2674</span>&#160;  T_METRIC lort_CSmeasure = <a class="code" href="unsupervised__measures_8hpp.html#a4ccf8f260949fde84f180fe04fdf818c">measuare_undefCS</a>(T_METRIC);</div><div class="line"><a name="l02675"></a><span class="lineno"> 2675</span>&#160;</div><div class="line"><a name="l02676"></a><span class="lineno"> 2676</span>&#160;  T_METRIC lrt_sumMinCjCjp =</div><div class="line"><a name="l02677"></a><span class="lineno"> 2677</span>&#160;    <a class="code" href="namespaceum.html#a1aab06d6281016beb6769fea5032ddb9">sumMinCjCjp</a></div><div class="line"><a name="l02678"></a><span class="lineno"> 2678</span>&#160;    (aimatrixt_centroids,         </div><div class="line"><a name="l02679"></a><span class="lineno"> 2679</span>&#160;     aifunc2p_dist</div><div class="line"><a name="l02680"></a><span class="lineno"> 2680</span>&#160;     );</div><div class="line"><a name="l02681"></a><span class="lineno"> 2681</span>&#160;</div><div class="line"><a name="l02682"></a><span class="lineno"> 2682</span>&#160;  <span class="keywordflow">if</span> ( lrt_sumMinCjCjp != 0  ) {</div><div class="line"><a name="l02683"></a><span class="lineno"> 2683</span>&#160;</div><div class="line"><a name="l02684"></a><span class="lineno"> 2684</span>&#160;    <span class="keyword">const</span> std::vector&lt;T_METRIC&gt;&amp;&amp;</div><div class="line"><a name="l02685"></a><span class="lineno"> 2685</span>&#160;      lvectort_diameterClusterK =</div><div class="line"><a name="l02686"></a><span class="lineno"> 2686</span>&#160;      <a class="code" href="namespaceum.html#a5079e5e39be0feefeda22a8033fd28be">diameterClusterK</a></div><div class="line"><a name="l02687"></a><span class="lineno"> 2687</span>&#160;      (aiiterator_instfirst,</div><div class="line"><a name="l02688"></a><span class="lineno"> 2688</span>&#160;       aipartlinknuminst_memberShip,</div><div class="line"><a name="l02689"></a><span class="lineno"> 2689</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l02690"></a><span class="lineno"> 2690</span>&#160;       );</div><div class="line"><a name="l02691"></a><span class="lineno"> 2691</span>&#160;</div><div class="line"><a name="l02692"></a><span class="lineno"> 2692</span>&#160;    <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;lvectorit_numInstClusterK =</div><div class="line"><a name="l02693"></a><span class="lineno"> 2693</span>&#160;      aipartlinknuminst_memberShip.getVectorNumInstClusterK();</div><div class="line"><a name="l02694"></a><span class="lineno"> 2694</span>&#160;    </div><div class="line"><a name="l02695"></a><span class="lineno"> 2695</span>&#160;    lort_CSmeasure = 0.0;</div><div class="line"><a name="l02696"></a><span class="lineno"> 2696</span>&#160;    </div><div class="line"><a name="l02697"></a><span class="lineno"> 2697</span>&#160;    <span class="keywordflow">for</span> ( <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; lvectort_diameterClusterK.size(); lui_i++) {</div><div class="line"><a name="l02698"></a><span class="lineno"> 2698</span>&#160;</div><div class="line"><a name="l02699"></a><span class="lineno"> 2699</span>&#160;      <span class="keywordflow">if</span> ( lvectorit_numInstClusterK.at(lui_i) != 0 ) {</div><div class="line"><a name="l02700"></a><span class="lineno"> 2700</span>&#160;</div><div class="line"><a name="l02701"></a><span class="lineno"> 2701</span>&#160;        lort_CSmeasure += lvectort_diameterClusterK[lui_i]</div><div class="line"><a name="l02702"></a><span class="lineno"> 2702</span>&#160;          / (T_METRIC) lvectorit_numInstClusterK[lui_i];</div><div class="line"><a name="l02703"></a><span class="lineno"> 2703</span>&#160;      }</div><div class="line"><a name="l02704"></a><span class="lineno"> 2704</span>&#160;    }</div><div class="line"><a name="l02705"></a><span class="lineno"> 2705</span>&#160;  }</div><div class="line"><a name="l02706"></a><span class="lineno"> 2706</span>&#160;</div><div class="line"><a name="l02707"></a><span class="lineno"> 2707</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02708"></a><span class="lineno"> 2708</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02709"></a><span class="lineno"> 2709</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02710"></a><span class="lineno"> 2710</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l02711"></a><span class="lineno"> 2711</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; T_METRIC lort_CSmeasure = &quot;</span> &lt;&lt; lort_CSmeasure</div><div class="line"><a name="l02712"></a><span class="lineno"> 2712</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02713"></a><span class="lineno"> 2713</span>&#160;  }</div><div class="line"><a name="l02714"></a><span class="lineno"> 2714</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02715"></a><span class="lineno"> 2715</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02716"></a><span class="lineno"> 2716</span>&#160;</div><div class="line"><a name="l02717"></a><span class="lineno"> 2717</span>&#160;  <span class="keywordflow">return</span> lort_CSmeasure;</div><div class="line"><a name="l02718"></a><span class="lineno"> 2718</span>&#160;</div><div class="line"><a name="l02719"></a><span class="lineno"> 2719</span>&#160;} <span class="comment">//END CSmeasure</span></div><div class="line"><a name="l02720"></a><span class="lineno"> 2720</span>&#160;</div><div class="line"><a name="l02721"></a><span class="lineno"> 2721</span>&#160;   </div><div class="line"><a name="l02733"></a><span class="lineno"> 2733</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02734"></a><span class="lineno"> 2734</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l02735"></a><span class="lineno"> 2735</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l02736"></a><span class="lineno"> 2736</span>&#160;           &gt;</div><div class="line"><a name="l02737"></a><span class="lineno"> 2737</span>&#160;T_METRIC</div><div class="line"><a name="l02738"></a><span class="lineno"> 2738</span>&#160;<a class="code" href="namespaceum.html#a5cd2a0a7fb84c32e07af00e249d880d2">silhouette</a></div><div class="line"><a name="l02739"></a><span class="lineno"><a class="line" href="namespaceum.html#a5cd2a0a7fb84c32e07af00e249d880d2"> 2739</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_triang.html">mat::MatrixTriang&lt;T_METRIC&gt;</a>                                    &amp;aimatrixtriagt_dissimilarity,</div><div class="line"><a name="l02740"></a><span class="lineno"> 2740</span>&#160; <a class="code" href="classds_1_1_partition_linked_num_inst.html">ds::PartitionLinkedNumInst&lt;T_CLUSTERIDX,T_INSTANCES_CLUSTER_K&gt;</a> &amp;aipartlinknuminst_memberShip</div><div class="line"><a name="l02741"></a><span class="lineno"> 2741</span>&#160; ) </div><div class="line"><a name="l02742"></a><span class="lineno"> 2742</span>&#160;{</div><div class="line"><a name="l02743"></a><span class="lineno"> 2743</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02744"></a><span class="lineno"> 2744</span>&#160;  <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;lvectorit_numInstClusterK =</div><div class="line"><a name="l02745"></a><span class="lineno"> 2745</span>&#160;    aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked_num_inst.html#aadf6edf749179e9d965dfebfd3967cde">getVectorNumInstClusterK</a>();</div><div class="line"><a name="l02746"></a><span class="lineno"> 2746</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numNullCluster =</div><div class="line"><a name="l02747"></a><span class="lineno"> 2747</span>&#160;    (T_CLUSTERIDX)</div><div class="line"><a name="l02748"></a><span class="lineno"> 2748</span>&#160;    std::count_if</div><div class="line"><a name="l02749"></a><span class="lineno"> 2749</span>&#160;    (lvectorit_numInstClusterK.begin(),</div><div class="line"><a name="l02750"></a><span class="lineno"> 2750</span>&#160;     lvectorit_numInstClusterK.end(),</div><div class="line"><a name="l02751"></a><span class="lineno"> 2751</span>&#160;     [] (<span class="keyword">const</span> T_INSTANCES_CLUSTER_K aiit_num) {<span class="keywordflow">return</span> aiit_num == T_INSTANCES_CLUSTER_K(0); }</div><div class="line"><a name="l02752"></a><span class="lineno"> 2752</span>&#160;     );</div><div class="line"><a name="l02753"></a><span class="lineno"> 2753</span>&#160;  </div><div class="line"><a name="l02754"></a><span class="lineno"> 2754</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02755"></a><span class="lineno"> 2755</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::silhouette&quot;</span>;</div><div class="line"><a name="l02756"></a><span class="lineno"> 2756</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02757"></a><span class="lineno"> 2757</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02758"></a><span class="lineno"> 2758</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02759"></a><span class="lineno"> 2759</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l02760"></a><span class="lineno"> 2760</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  PartitionLinked&amp;: aipartlinknuminst_memberShip[&quot;</span> </div><div class="line"><a name="l02761"></a><span class="lineno"> 2761</span>&#160;              &lt;&lt; &amp;aipartlinknuminst_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02762"></a><span class="lineno"> 2762</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;lvectorit_numInstClusterK[&quot;</span> &lt;&lt; &amp;lvectorit_numInstClusterK &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>; </div><div class="line"><a name="l02763"></a><span class="lineno"> 2763</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l02764"></a><span class="lineno"> 2764</span>&#160;      (lvectorit_numInstClusterK.begin(),</div><div class="line"><a name="l02765"></a><span class="lineno"> 2765</span>&#160;       lvectorit_numInstClusterK.end(),</div><div class="line"><a name="l02766"></a><span class="lineno"> 2766</span>&#160;       std::cout,</div><div class="line"><a name="l02767"></a><span class="lineno"> 2767</span>&#160;       lpc_labelFunc,</div><div class="line"><a name="l02768"></a><span class="lineno"> 2768</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l02769"></a><span class="lineno"> 2769</span>&#160;       );</div><div class="line"><a name="l02770"></a><span class="lineno"> 2770</span>&#160;   </div><div class="line"><a name="l02771"></a><span class="lineno"> 2771</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;lcidx_numClusterK =  &quot;</span> &lt;&lt; lcidx_numClusterK</div><div class="line"><a name="l02772"></a><span class="lineno"> 2772</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\nlcidx_numNullCluster =  &quot;</span> &lt;&lt; lcidx_numNullCluster </div><div class="line"><a name="l02773"></a><span class="lineno"> 2773</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l02774"></a><span class="lineno"> 2774</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02775"></a><span class="lineno"> 2775</span>&#160;  }</div><div class="line"><a name="l02776"></a><span class="lineno"> 2776</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02777"></a><span class="lineno"> 2777</span>&#160;   </div><div class="line"><a name="l02778"></a><span class="lineno"> 2778</span>&#160;  T_METRIC  lort_silhouette = <a class="code" href="unsupervised__measures_8hpp.html#a37887c34be972442d8866c97614feebf">measuare_undefSilhouette</a>(T_METRIC);</div><div class="line"><a name="l02779"></a><span class="lineno"> 2779</span>&#160;  </div><div class="line"><a name="l02780"></a><span class="lineno"> 2780</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02781"></a><span class="lineno"> 2781</span>&#160;    literpart_i(&amp;aipartlinknuminst_memberShip);</div><div class="line"><a name="l02782"></a><span class="lineno"> 2782</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02783"></a><span class="lineno"> 2783</span>&#160;    literpart_ip(&amp;aipartlinknuminst_memberShip);</div><div class="line"><a name="l02784"></a><span class="lineno"> 2784</span>&#160;</div><div class="line"><a name="l02785"></a><span class="lineno"> 2785</span>&#160;  <span class="keywordflow">if</span> ( (lcidx_numClusterK - lcidx_numNullCluster) &gt; 1)  {</div><div class="line"><a name="l02786"></a><span class="lineno"> 2786</span>&#160;    </div><div class="line"><a name="l02787"></a><span class="lineno"> 2787</span>&#160;    T_METRIC lrt_sumSilhouette = T_METRIC(0.0);</div><div class="line"><a name="l02788"></a><span class="lineno"> 2788</span>&#160;</div><div class="line"><a name="l02789"></a><span class="lineno"> 2789</span>&#160;    <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ck = 0; lcidx_Ck &lt; lcidx_numClusterK; lcidx_Ck++) { </div><div class="line"><a name="l02790"></a><span class="lineno"> 2790</span>&#160;      </div><div class="line"><a name="l02791"></a><span class="lineno"> 2791</span>&#160;      <span class="keywordflow">if</span> ( lvectorit_numInstClusterK.at(lcidx_Ck) &gt; 1 ) {</div><div class="line"><a name="l02792"></a><span class="lineno"> 2792</span>&#160;          </div><div class="line"><a name="l02793"></a><span class="lineno"> 2793</span>&#160;        <span class="keywordflow">for</span> ( literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02794"></a><span class="lineno"> 2794</span>&#160;      </div><div class="line"><a name="l02795"></a><span class="lineno"> 2795</span>&#160;          T_METRIC lt_sumai = T_METRIC(0);</div><div class="line"><a name="l02796"></a><span class="lineno"> 2796</span>&#160;          </div><div class="line"><a name="l02797"></a><span class="lineno"> 2797</span>&#160;          <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02798"></a><span class="lineno"> 2798</span>&#160;           </div><div class="line"><a name="l02799"></a><span class="lineno"> 2799</span>&#160;            lt_sumai +=</div><div class="line"><a name="l02800"></a><span class="lineno"> 2800</span>&#160;              aimatrixtriagt_dissimilarity</div><div class="line"><a name="l02801"></a><span class="lineno"> 2801</span>&#160;              (literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>(),</div><div class="line"><a name="l02802"></a><span class="lineno"> 2802</span>&#160;               literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>()</div><div class="line"><a name="l02803"></a><span class="lineno"> 2803</span>&#160;               );</div><div class="line"><a name="l02804"></a><span class="lineno"> 2804</span>&#160;         </div><div class="line"><a name="l02805"></a><span class="lineno"> 2805</span>&#160;          }</div><div class="line"><a name="l02806"></a><span class="lineno"> 2806</span>&#160;          T_METRIC lt_ai = lt_sumai / T_METRIC(lvectorit_numInstClusterK.at(lcidx_Ck) - 1);</div><div class="line"><a name="l02807"></a><span class="lineno"> 2807</span>&#160;</div><div class="line"><a name="l02808"></a><span class="lineno"> 2808</span>&#160;</div><div class="line"><a name="l02809"></a><span class="lineno"> 2809</span>&#160;          T_METRIC lt_bi = std::numeric_limits&lt;T_METRIC&gt;::max();  </div><div class="line"><a name="l02810"></a><span class="lineno"> 2810</span>&#160;          <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ckp = 0; lcidx_Ckp &lt; lcidx_numClusterK; lcidx_Ckp++) {</div><div class="line"><a name="l02811"></a><span class="lineno"> 2811</span>&#160;            <span class="keywordflow">if</span> ( lcidx_Ck != lcidx_Ckp ) {</div><div class="line"><a name="l02812"></a><span class="lineno"> 2812</span>&#160;              T_METRIC lt_sumbi = T_METRIC(0);</div><div class="line"><a name="l02813"></a><span class="lineno"> 2813</span>&#160;              <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ckp); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02814"></a><span class="lineno"> 2814</span>&#160;                </div><div class="line"><a name="l02815"></a><span class="lineno"> 2815</span>&#160;                lt_sumbi +=</div><div class="line"><a name="l02816"></a><span class="lineno"> 2816</span>&#160;                  aimatrixtriagt_dissimilarity</div><div class="line"><a name="l02817"></a><span class="lineno"> 2817</span>&#160;                  (literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>(),</div><div class="line"><a name="l02818"></a><span class="lineno"> 2818</span>&#160;                   literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>()</div><div class="line"><a name="l02819"></a><span class="lineno"> 2819</span>&#160;                   );</div><div class="line"><a name="l02820"></a><span class="lineno"> 2820</span>&#160;              }</div><div class="line"><a name="l02821"></a><span class="lineno"> 2821</span>&#160;              T_METRIC lt_diC = lt_sumbi / T_METRIC(lvectorit_numInstClusterK.at(lcidx_Ckp));</div><div class="line"><a name="l02822"></a><span class="lineno"> 2822</span>&#160;              <span class="keywordflow">if</span> ( lt_diC &lt; lt_bi ) lt_bi = lt_diC;</div><div class="line"><a name="l02823"></a><span class="lineno"> 2823</span>&#160;            }</div><div class="line"><a name="l02824"></a><span class="lineno"> 2824</span>&#160;          }</div><div class="line"><a name="l02825"></a><span class="lineno"> 2825</span>&#160;</div><div class="line"><a name="l02826"></a><span class="lineno"> 2826</span>&#160;          T_METRIC lt_max =  std::max(lt_ai,lt_bi);</div><div class="line"><a name="l02827"></a><span class="lineno"> 2827</span>&#160;</div><div class="line"><a name="l02828"></a><span class="lineno"> 2828</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02829"></a><span class="lineno"> 2829</span>&#160;          <span class="keywordflow">if</span> ( geiinparam_verbose &lt; 0 &amp;&amp;  geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02830"></a><span class="lineno"> 2830</span>&#160;            std::cout &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;: i = &quot;</span> &lt;&lt; literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>() &lt;&lt; <span class="stringliteral">&quot; a &quot;</span> &lt;&lt;  lt_ai &lt;&lt; <span class="stringliteral">&quot; b &quot;</span> &lt;&lt; lt_bi &lt;&lt; std::endl;</div><div class="line"><a name="l02831"></a><span class="lineno"> 2831</span>&#160;          }</div><div class="line"><a name="l02832"></a><span class="lineno"> 2832</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02833"></a><span class="lineno"> 2833</span>&#160; </div><div class="line"><a name="l02834"></a><span class="lineno"> 2834</span>&#160;          lrt_sumSilhouette += (lt_max == 0.0)?0.0:(lt_bi - lt_ai)/ lt_max;</div><div class="line"><a name="l02835"></a><span class="lineno"> 2835</span>&#160;      </div><div class="line"><a name="l02836"></a><span class="lineno"> 2836</span>&#160;    </div><div class="line"><a name="l02837"></a><span class="lineno"> 2837</span>&#160;        } <span class="comment">//For Object_i</span></div><div class="line"><a name="l02838"></a><span class="lineno"> 2838</span>&#160;</div><div class="line"><a name="l02839"></a><span class="lineno"> 2839</span>&#160;        lort_silhouette = lrt_sumSilhouette / (T_METRIC) aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a70877e6d118d2f041d9006fdf565daec">getNumInstances</a>();</div><div class="line"><a name="l02840"></a><span class="lineno"> 2840</span>&#160;        </div><div class="line"><a name="l02841"></a><span class="lineno"> 2841</span>&#160;      }  </div><div class="line"><a name="l02842"></a><span class="lineno"> 2842</span>&#160;</div><div class="line"><a name="l02843"></a><span class="lineno"> 2843</span>&#160;    } <span class="comment">// For all cluster</span></div><div class="line"><a name="l02844"></a><span class="lineno"> 2844</span>&#160;</div><div class="line"><a name="l02845"></a><span class="lineno"> 2845</span>&#160;  }</div><div class="line"><a name="l02846"></a><span class="lineno"> 2846</span>&#160;  </div><div class="line"><a name="l02847"></a><span class="lineno"> 2847</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02848"></a><span class="lineno"> 2848</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02849"></a><span class="lineno"> 2849</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02850"></a><span class="lineno"> 2850</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) &quot;</span></div><div class="line"><a name="l02851"></a><span class="lineno"> 2851</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;T_METRIC lort_silhouette = &quot;</span>   &lt;&lt; lort_silhouette</div><div class="line"><a name="l02852"></a><span class="lineno"> 2852</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l02853"></a><span class="lineno"> 2853</span>&#160;  }</div><div class="line"><a name="l02854"></a><span class="lineno"> 2854</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l02855"></a><span class="lineno"> 2855</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02856"></a><span class="lineno"> 2856</span>&#160;</div><div class="line"><a name="l02857"></a><span class="lineno"> 2857</span>&#160;  <span class="keywordflow">return</span> lort_silhouette;</div><div class="line"><a name="l02858"></a><span class="lineno"> 2858</span>&#160;  </div><div class="line"><a name="l02859"></a><span class="lineno"> 2859</span>&#160;}</div><div class="line"><a name="l02860"></a><span class="lineno"> 2860</span>&#160;</div><div class="line"><a name="l02861"></a><span class="lineno"> 2861</span>&#160;</div><div class="line"><a name="l02872"></a><span class="lineno"> 2872</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l02873"></a><span class="lineno"> 2873</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l02874"></a><span class="lineno"> 2874</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l02875"></a><span class="lineno"> 2875</span>&#160;           <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l02876"></a><span class="lineno"> 2876</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l02877"></a><span class="lineno"> 2877</span>&#160;           &gt;</div><div class="line"><a name="l02878"></a><span class="lineno"> 2878</span>&#160;T_METRIC</div><div class="line"><a name="l02879"></a><span class="lineno"> 2879</span>&#160;<a class="code" href="namespaceum.html#a5cd2a0a7fb84c32e07af00e249d880d2">silhouette</a></div><div class="line"><a name="l02880"></a><span class="lineno"><a class="line" href="namespaceum.html#abfb804a3adf4382c6b4efe519f2ce6cb"> 2880</a></span>&#160;(INPUT_ITERATOR                          aiiterator_instfirst,</div><div class="line"><a name="l02881"></a><span class="lineno"> 2881</span>&#160; <a class="code" href="classds_1_1_partition_linked_num_inst.html">ds::PartitionLinkedNumInst</a></div><div class="line"><a name="l02882"></a><span class="lineno"> 2882</span>&#160; &lt;T_CLUSTERIDX,T_INSTANCES_CLUSTER_K&gt;    &amp;aipartlinknuminst_memberShip,</div><div class="line"><a name="l02883"></a><span class="lineno"> 2883</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>    &amp;aifunc2p_dist</div><div class="line"><a name="l02884"></a><span class="lineno"> 2884</span>&#160; ) </div><div class="line"><a name="l02885"></a><span class="lineno"> 2885</span>&#160;{</div><div class="line"><a name="l02886"></a><span class="lineno"> 2886</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l02887"></a><span class="lineno"> 2887</span>&#160;</div><div class="line"><a name="l02888"></a><span class="lineno"> 2888</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numNullCluster =</div><div class="line"><a name="l02889"></a><span class="lineno"> 2889</span>&#160;    aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked_num_inst.html#af8457f94fcc829541f4d13e4984129c0">getNumNullCluster</a>();</div><div class="line"><a name="l02890"></a><span class="lineno"> 2890</span>&#160;  <span class="comment">/*   (T_CLUSTERIDX)</span></div><div class="line"><a name="l02891"></a><span class="lineno"> 2891</span>&#160;<span class="comment">       std::count_if</span></div><div class="line"><a name="l02892"></a><span class="lineno"> 2892</span>&#160;<span class="comment">       (aivectorit_numInstClusterK.begin(),</span></div><div class="line"><a name="l02893"></a><span class="lineno"> 2893</span>&#160;<span class="comment">       aivectorit_numInstClusterK.end(),</span></div><div class="line"><a name="l02894"></a><span class="lineno"> 2894</span>&#160;<span class="comment">       [] (const T_INSTANCES_CLUSTER_K aiit_num) {return aiit_num == T_INSTANCES_CLUSTER_K(0);}</span></div><div class="line"><a name="l02895"></a><span class="lineno"> 2895</span>&#160;<span class="comment">       );</span></div><div class="line"><a name="l02896"></a><span class="lineno"> 2896</span>&#160;<span class="comment">  */</span></div><div class="line"><a name="l02897"></a><span class="lineno"> 2897</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02898"></a><span class="lineno"> 2898</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::silhouette&quot;</span>;</div><div class="line"><a name="l02899"></a><span class="lineno"> 2899</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l02900"></a><span class="lineno"> 2900</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02901"></a><span class="lineno"> 2901</span>&#160;    std::cout </div><div class="line"><a name="l02902"></a><span class="lineno"> 2902</span>&#160;      &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l02903"></a><span class="lineno"> 2903</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l02904"></a><span class="lineno"> 2904</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;(input  PartitionLinked&amp;: aipartlinknuminst_memberShip[&quot;</span> </div><div class="line"><a name="l02905"></a><span class="lineno"> 2905</span>&#160;      &lt;&lt; &amp;aipartlinknuminst_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>;</div><div class="line"><a name="l02906"></a><span class="lineno"> 2906</span>&#160;    aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked_num_inst.html#a71e57f8b0d0b94d6c96426bd1320fbb3">print</a>();</div><div class="line"><a name="l02907"></a><span class="lineno"> 2907</span>&#160;    std::cout </div><div class="line"><a name="l02908"></a><span class="lineno"> 2908</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\ninput  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l02909"></a><span class="lineno"> 2909</span>&#160;      &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l02910"></a><span class="lineno"> 2910</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;lcidx_numClusterK =  &quot;</span> &lt;&lt; lcidx_numClusterK</div><div class="line"><a name="l02911"></a><span class="lineno"> 2911</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\nlcidx_numNullCluster =  &quot;</span> &lt;&lt; lcidx_numNullCluster </div><div class="line"><a name="l02912"></a><span class="lineno"> 2912</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l02913"></a><span class="lineno"> 2913</span>&#160;      &lt;&lt; std::endl;</div><div class="line"><a name="l02914"></a><span class="lineno"> 2914</span>&#160;  }</div><div class="line"><a name="l02915"></a><span class="lineno"> 2915</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l02916"></a><span class="lineno"> 2916</span>&#160;   </div><div class="line"><a name="l02917"></a><span class="lineno"> 2917</span>&#160;  T_METRIC  lort_silhouette = <a class="code" href="unsupervised__measures_8hpp.html#a37887c34be972442d8866c97614feebf">measuare_undefSilhouette</a>(T_METRIC); </div><div class="line"><a name="l02918"></a><span class="lineno"> 2918</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02919"></a><span class="lineno"> 2919</span>&#160;    literpart_i(&amp;aipartlinknuminst_memberShip);</div><div class="line"><a name="l02920"></a><span class="lineno"> 2920</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l02921"></a><span class="lineno"> 2921</span>&#160;    literpart_ip(&amp;aipartlinknuminst_memberShip);</div><div class="line"><a name="l02922"></a><span class="lineno"> 2922</span>&#160;</div><div class="line"><a name="l02923"></a><span class="lineno"> 2923</span>&#160;  <span class="keywordflow">if</span> ( (lcidx_numClusterK - lcidx_numNullCluster) &gt; 1)  {</div><div class="line"><a name="l02924"></a><span class="lineno"> 2924</span>&#160;   </div><div class="line"><a name="l02925"></a><span class="lineno"> 2925</span>&#160;    T_METRIC lrt_sumSilhouette = T_METRIC(0.0);</div><div class="line"><a name="l02926"></a><span class="lineno"> 2926</span>&#160;</div><div class="line"><a name="l02927"></a><span class="lineno"> 2927</span>&#160;    <span class="comment">//FOR ALL CLUSTER</span></div><div class="line"><a name="l02928"></a><span class="lineno"> 2928</span>&#160;    <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ck = 0; lcidx_Ck &lt; lcidx_numClusterK; lcidx_Ck++) { </div><div class="line"><a name="l02929"></a><span class="lineno"> 2929</span>&#160;      </div><div class="line"><a name="l02930"></a><span class="lineno"> 2930</span>&#160;      <span class="comment">/*INSTANCE NOT IS OUTLIER*/</span></div><div class="line"><a name="l02931"></a><span class="lineno"> 2931</span>&#160;      <span class="comment">//if ( aivectorit_numInstClusterK.at(lcidx_Ck) &gt; 1 ) {</span></div><div class="line"><a name="l02932"></a><span class="lineno"> 2932</span>&#160;      <span class="keywordflow">if</span> ( aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked_num_inst.html#ad76918161cd8aca239bb211082756ec7">getNumInstClusterK</a>(lcidx_Ck) &gt; 1 ) {</div><div class="line"><a name="l02933"></a><span class="lineno"> 2933</span>&#160;          </div><div class="line"><a name="l02934"></a><span class="lineno"> 2934</span>&#160;        <span class="keywordflow">for</span> ( literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02935"></a><span class="lineno"> 2935</span>&#160;      </div><div class="line"><a name="l02936"></a><span class="lineno"> 2936</span>&#160;          <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_i</div><div class="line"><a name="l02937"></a><span class="lineno"> 2937</span>&#160;            = *std::next(aiiterator_instfirst,literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l02938"></a><span class="lineno"> 2938</span>&#160;          T_METRIC lt_sumai = T_METRIC(0);</div><div class="line"><a name="l02939"></a><span class="lineno"> 2939</span>&#160;          <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ck); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02940"></a><span class="lineno"> 2940</span>&#160;        </div><div class="line"><a name="l02941"></a><span class="lineno"> 2941</span>&#160;            <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_l</div><div class="line"><a name="l02942"></a><span class="lineno"> 2942</span>&#160;              = *std::next(aiiterator_instfirst,literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l02943"></a><span class="lineno"> 2943</span>&#160;            </div><div class="line"><a name="l02944"></a><span class="lineno"> 2944</span>&#160;            T_METRIC lt_distai =</div><div class="line"><a name="l02945"></a><span class="lineno"> 2945</span>&#160;              aifunc2p_dist</div><div class="line"><a name="l02946"></a><span class="lineno"> 2946</span>&#160;              (linst_i-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l02947"></a><span class="lineno"> 2947</span>&#160;               linst_l-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l02948"></a><span class="lineno"> 2948</span>&#160;               <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l02949"></a><span class="lineno"> 2949</span>&#160;               );</div><div class="line"><a name="l02950"></a><span class="lineno"> 2950</span>&#160;</div><div class="line"><a name="l02951"></a><span class="lineno"> 2951</span>&#160;            lt_sumai += lt_distai;</div><div class="line"><a name="l02952"></a><span class="lineno"> 2952</span>&#160;</div><div class="line"><a name="l02953"></a><span class="lineno"> 2953</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02954"></a><span class="lineno"> 2954</span>&#160;            <span class="keywordflow">if</span> ( geiinparam_verbose &lt; 0 &amp;&amp;  geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02955"></a><span class="lineno"> 2955</span>&#160;              std::cout &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;: D( &quot;</span> &lt;&lt;  literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>() &lt;&lt; <span class="stringliteral">&quot;, &quot;</span> &lt;&lt;  literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>() &lt;&lt; <span class="stringliteral">&quot;) = &quot;</span></div><div class="line"><a name="l02956"></a><span class="lineno"> 2956</span>&#160;                        &lt;&lt; lt_distai &lt;&lt; std::endl;</div><div class="line"><a name="l02957"></a><span class="lineno"> 2957</span>&#160;            }</div><div class="line"><a name="l02958"></a><span class="lineno"> 2958</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02959"></a><span class="lineno"> 2959</span>&#160;              </div><div class="line"><a name="l02960"></a><span class="lineno"> 2960</span>&#160;          }</div><div class="line"><a name="l02961"></a><span class="lineno"> 2961</span>&#160;          T_METRIC lt_ai = lt_sumai / T_METRIC(aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked_num_inst.html#ad76918161cd8aca239bb211082756ec7">getNumInstClusterK</a>(lcidx_Ck) -1);</div><div class="line"><a name="l02962"></a><span class="lineno"> 2962</span>&#160;</div><div class="line"><a name="l02963"></a><span class="lineno"> 2963</span>&#160;</div><div class="line"><a name="l02964"></a><span class="lineno"> 2964</span>&#160;          T_METRIC lt_bi = std::numeric_limits&lt;T_METRIC&gt;::max();  </div><div class="line"><a name="l02965"></a><span class="lineno"> 2965</span>&#160;          <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ckp = 0; lcidx_Ckp &lt; lcidx_numClusterK; lcidx_Ckp++) {</div><div class="line"><a name="l02966"></a><span class="lineno"> 2966</span>&#160;            <span class="keywordflow">if</span> ( lcidx_Ck != lcidx_Ckp ) {</div><div class="line"><a name="l02967"></a><span class="lineno"> 2967</span>&#160;              T_METRIC lt_sumbi = T_METRIC(0);</div><div class="line"><a name="l02968"></a><span class="lineno"> 2968</span>&#160;              <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ckp); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l02969"></a><span class="lineno"> 2969</span>&#160;                <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_l</div><div class="line"><a name="l02970"></a><span class="lineno"> 2970</span>&#160;                  = *std::next(aiiterator_instfirst,literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>());</div><div class="line"><a name="l02971"></a><span class="lineno"> 2971</span>&#160;                lt_sumbi +=</div><div class="line"><a name="l02972"></a><span class="lineno"> 2972</span>&#160;                  aifunc2p_dist</div><div class="line"><a name="l02973"></a><span class="lineno"> 2973</span>&#160;                  (linst_i-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l02974"></a><span class="lineno"> 2974</span>&#160;                   linst_l-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l02975"></a><span class="lineno"> 2975</span>&#160;                   <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l02976"></a><span class="lineno"> 2976</span>&#160;                   );</div><div class="line"><a name="l02977"></a><span class="lineno"> 2977</span>&#160;              }</div><div class="line"><a name="l02978"></a><span class="lineno"> 2978</span>&#160;              T_METRIC lt_diC = lt_sumbi / aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked_num_inst.html#ad76918161cd8aca239bb211082756ec7">getNumInstClusterK</a>(lcidx_Ckp);</div><div class="line"><a name="l02979"></a><span class="lineno"> 2979</span>&#160;              <span class="keywordflow">if</span> ( lt_diC &lt; lt_bi ) lt_bi = lt_diC;</div><div class="line"><a name="l02980"></a><span class="lineno"> 2980</span>&#160;            }   </div><div class="line"><a name="l02981"></a><span class="lineno"> 2981</span>&#160;          }</div><div class="line"><a name="l02982"></a><span class="lineno"> 2982</span>&#160;</div><div class="line"><a name="l02983"></a><span class="lineno"> 2983</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l02984"></a><span class="lineno"> 2984</span>&#160;          <span class="keywordflow">if</span> ( geiinparam_verbose &lt; 0 &amp;&amp;  geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l02985"></a><span class="lineno"> 2985</span>&#160;            std::cout &lt;&lt; lpc_labelFunc &lt;&lt; <span class="stringliteral">&quot;: i = &quot;</span> &lt;&lt; literpart_i.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>() &lt;&lt; <span class="stringliteral">&quot; a &quot;</span> &lt;&lt;  lt_ai &lt;&lt; <span class="stringliteral">&quot; b &quot;</span> &lt;&lt; lt_bi &lt;&lt; std::endl; </div><div class="line"><a name="l02986"></a><span class="lineno"> 2986</span>&#160;          }</div><div class="line"><a name="l02987"></a><span class="lineno"> 2987</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l02988"></a><span class="lineno"> 2988</span>&#160;          </div><div class="line"><a name="l02989"></a><span class="lineno"> 2989</span>&#160;          T_METRIC lt_max =  std::max(lt_ai,lt_bi);</div><div class="line"><a name="l02990"></a><span class="lineno"> 2990</span>&#160;      </div><div class="line"><a name="l02991"></a><span class="lineno"> 2991</span>&#160;          lrt_sumSilhouette += (lt_max == 0.0)?0.0:(lt_bi - lt_ai)/ lt_max;</div><div class="line"><a name="l02992"></a><span class="lineno"> 2992</span>&#160;      </div><div class="line"><a name="l02993"></a><span class="lineno"> 2993</span>&#160;    </div><div class="line"><a name="l02994"></a><span class="lineno"> 2994</span>&#160;        } <span class="comment">//FOR OBJETO I</span></div><div class="line"><a name="l02995"></a><span class="lineno"> 2995</span>&#160;</div><div class="line"><a name="l02996"></a><span class="lineno"> 2996</span>&#160;        lort_silhouette = lrt_sumSilhouette / (T_METRIC) aipartlinknuminst_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a70877e6d118d2f041d9006fdf565daec">getNumInstances</a>();</div><div class="line"><a name="l02997"></a><span class="lineno"> 2997</span>&#160;        </div><div class="line"><a name="l02998"></a><span class="lineno"> 2998</span>&#160;      }  </div><div class="line"><a name="l02999"></a><span class="lineno"> 2999</span>&#160;</div><div class="line"><a name="l03000"></a><span class="lineno"> 3000</span>&#160;    } <span class="comment">//ALL CLUSTER  </span></div><div class="line"><a name="l03001"></a><span class="lineno"> 3001</span>&#160;</div><div class="line"><a name="l03002"></a><span class="lineno"> 3002</span>&#160;  }</div><div class="line"><a name="l03003"></a><span class="lineno"> 3003</span>&#160;   </div><div class="line"><a name="l03004"></a><span class="lineno"> 3004</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03005"></a><span class="lineno"> 3005</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03006"></a><span class="lineno"> 3006</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03007"></a><span class="lineno"> 3007</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) &quot;</span></div><div class="line"><a name="l03008"></a><span class="lineno"> 3008</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;T_METRIC lort_silhouette = &quot;</span>   &lt;&lt; lort_silhouette</div><div class="line"><a name="l03009"></a><span class="lineno"> 3009</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03010"></a><span class="lineno"> 3010</span>&#160;  }</div><div class="line"><a name="l03011"></a><span class="lineno"> 3011</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03012"></a><span class="lineno"> 3012</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03013"></a><span class="lineno"> 3013</span>&#160;</div><div class="line"><a name="l03014"></a><span class="lineno"> 3014</span>&#160;  <span class="keywordflow">return</span> lort_silhouette;</div><div class="line"><a name="l03015"></a><span class="lineno"> 3015</span>&#160;  </div><div class="line"><a name="l03016"></a><span class="lineno"> 3016</span>&#160;}</div><div class="line"><a name="l03017"></a><span class="lineno"> 3017</span>&#160;</div><div class="line"><a name="l03018"></a><span class="lineno"> 3018</span>&#160;</div><div class="line"><a name="l03032"></a><span class="lineno"> 3032</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l03033"></a><span class="lineno"> 3033</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l03034"></a><span class="lineno"> 3034</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l03035"></a><span class="lineno"> 3035</span>&#160;           &gt;</div><div class="line"><a name="l03036"></a><span class="lineno"> 3036</span>&#160;T_METRIC</div><div class="line"><a name="l03037"></a><span class="lineno"> 3037</span>&#160;<a class="code" href="namespaceum.html#a5cd2a0a7fb84c32e07af00e249d880d2">silhouette</a></div><div class="line"><a name="l03038"></a><span class="lineno"><a class="line" href="namespaceum.html#a0be96553f39d25c65bfea9c45f05eaae"> 3038</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>                             aiui_idxInstance,</div><div class="line"><a name="l03039"></a><span class="lineno"> 3039</span>&#160; <span class="keyword">const</span> T_CLUSTERIDX                        aicidx_instInClusterJ,</div><div class="line"><a name="l03040"></a><span class="lineno"> 3040</span>&#160; <a class="code" href="classmat_1_1_matrix_triang.html">mat::MatrixTriang&lt;T_METRIC&gt;</a>               &amp;aimatrixtriagt_dissimilarity,</div><div class="line"><a name="l03041"></a><span class="lineno"> 3041</span>&#160; <a class="code" href="classds_1_1_partition_linked.html">ds::PartitionLinked&lt;T_CLUSTERIDX&gt;</a>         &amp;aipartlink_memberShip,</div><div class="line"><a name="l03042"></a><span class="lineno"> 3042</span>&#160; <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aivectorit_numInstClusterK</div><div class="line"><a name="l03043"></a><span class="lineno"> 3043</span>&#160; ) </div><div class="line"><a name="l03044"></a><span class="lineno"> 3044</span>&#160;{</div><div class="line"><a name="l03045"></a><span class="lineno"> 3045</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK = aipartlink_memberShip.<a class="code" href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">getNumPartitions</a>();</div><div class="line"><a name="l03046"></a><span class="lineno"> 3046</span>&#160;</div><div class="line"><a name="l03047"></a><span class="lineno"> 3047</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03048"></a><span class="lineno"> 3048</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::silhouette&quot;</span>;</div><div class="line"><a name="l03049"></a><span class="lineno"> 3049</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03050"></a><span class="lineno"> 3050</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03051"></a><span class="lineno"> 3051</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03052"></a><span class="lineno"> 3052</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l03053"></a><span class="lineno"> 3053</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;(input  PartitionLinked&amp;: aipartlink_memberShip[&quot;</span> </div><div class="line"><a name="l03054"></a><span class="lineno"> 3054</span>&#160;              &lt;&lt; &amp;aipartlink_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03055"></a><span class="lineno"> 3055</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;aivectorit_numInstClusterK[&quot;</span> &lt;&lt; &amp;aivectorit_numInstClusterK &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span>; </div><div class="line"><a name="l03056"></a><span class="lineno"> 3056</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l03057"></a><span class="lineno"> 3057</span>&#160;      (aivectorit_numInstClusterK.begin(),</div><div class="line"><a name="l03058"></a><span class="lineno"> 3058</span>&#160;       aivectorit_numInstClusterK.end(),</div><div class="line"><a name="l03059"></a><span class="lineno"> 3059</span>&#160;       std::cout,</div><div class="line"><a name="l03060"></a><span class="lineno"> 3060</span>&#160;       lpc_labelFunc,</div><div class="line"><a name="l03061"></a><span class="lineno"> 3061</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l03062"></a><span class="lineno"> 3062</span>&#160;       );</div><div class="line"><a name="l03063"></a><span class="lineno"> 3063</span>&#160;</div><div class="line"><a name="l03064"></a><span class="lineno"> 3064</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;aiui_idxInstance =  &quot;</span> &lt;&lt; aiui_idxInstance</div><div class="line"><a name="l03065"></a><span class="lineno"> 3065</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\taicidx_instInClusterJ =  &quot;</span> &lt;&lt; aicidx_instInClusterJ</div><div class="line"><a name="l03066"></a><span class="lineno"> 3066</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tlcidx_numClusterK =  &quot;</span> &lt;&lt; lcidx_numClusterK</div><div class="line"><a name="l03067"></a><span class="lineno"> 3067</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n)&quot;</span></div><div class="line"><a name="l03068"></a><span class="lineno"> 3068</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03069"></a><span class="lineno"> 3069</span>&#160;  }</div><div class="line"><a name="l03070"></a><span class="lineno"> 3070</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03071"></a><span class="lineno"> 3071</span>&#160;   </div><div class="line"><a name="l03072"></a><span class="lineno"> 3072</span>&#160;  T_METRIC  lort_silhouette = <a class="code" href="unsupervised__measures_8hpp.html#a37887c34be972442d8866c97614feebf">measuare_undefSilhouette</a>(T_METRIC);</div><div class="line"><a name="l03073"></a><span class="lineno"> 3073</span>&#160;  </div><div class="line"><a name="l03074"></a><span class="lineno"> 3074</span>&#160;  <a class="code" href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked &lt;T_CLUSTERIDX&gt;</a></div><div class="line"><a name="l03075"></a><span class="lineno"> 3075</span>&#160;    literpart_ip(&amp;aipartlink_memberShip);</div><div class="line"><a name="l03076"></a><span class="lineno"> 3076</span>&#160;      </div><div class="line"><a name="l03077"></a><span class="lineno"> 3077</span>&#160;  <span class="keywordflow">if</span> ( aivectorit_numInstClusterK.at(aicidx_instInClusterJ) &gt; 1 ) {</div><div class="line"><a name="l03078"></a><span class="lineno"> 3078</span>&#160;</div><div class="line"><a name="l03079"></a><span class="lineno"> 3079</span>&#160;    T_METRIC lt_sumai = T_METRIC(0);</div><div class="line"><a name="l03080"></a><span class="lineno"> 3080</span>&#160;          </div><div class="line"><a name="l03081"></a><span class="lineno"> 3081</span>&#160;    <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(aicidx_instInClusterJ); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l03082"></a><span class="lineno"> 3082</span>&#160;                    </div><div class="line"><a name="l03083"></a><span class="lineno"> 3083</span>&#160;      lt_sumai +=</div><div class="line"><a name="l03084"></a><span class="lineno"> 3084</span>&#160;        aimatrixtriagt_dissimilarity</div><div class="line"><a name="l03085"></a><span class="lineno"> 3085</span>&#160;        (aiui_idxInstance,</div><div class="line"><a name="l03086"></a><span class="lineno"> 3086</span>&#160;         literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>()</div><div class="line"><a name="l03087"></a><span class="lineno"> 3087</span>&#160;         );</div><div class="line"><a name="l03088"></a><span class="lineno"> 3088</span>&#160;         </div><div class="line"><a name="l03089"></a><span class="lineno"> 3089</span>&#160;    }</div><div class="line"><a name="l03090"></a><span class="lineno"> 3090</span>&#160;    T_METRIC lt_ai = lt_sumai / ( aivectorit_numInstClusterK.at(aicidx_instInClusterJ) + 1);</div><div class="line"><a name="l03091"></a><span class="lineno"> 3091</span>&#160;    T_METRIC lt_bi = std::numeric_limits&lt;T_METRIC&gt;::max();  </div><div class="line"><a name="l03092"></a><span class="lineno"> 3092</span>&#160;    <span class="keywordflow">for</span> ( T_CLUSTERIDX lcidx_Ckp = 0; lcidx_Ckp &lt; lcidx_numClusterK; lcidx_Ckp++) {</div><div class="line"><a name="l03093"></a><span class="lineno"> 3093</span>&#160;      <span class="keywordflow">if</span> ( aicidx_instInClusterJ != lcidx_Ckp ) {</div><div class="line"><a name="l03094"></a><span class="lineno"> 3094</span>&#160;        T_METRIC lt_sumbi = T_METRIC(0);</div><div class="line"><a name="l03095"></a><span class="lineno"> 3095</span>&#160;        <span class="keywordflow">for</span> ( literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">begin</a>(lcidx_Ckp); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">end</a>(); literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">next</a>() ) {</div><div class="line"><a name="l03096"></a><span class="lineno"> 3096</span>&#160;          lt_sumbi +=</div><div class="line"><a name="l03097"></a><span class="lineno"> 3097</span>&#160;            aimatrixtriagt_dissimilarity</div><div class="line"><a name="l03098"></a><span class="lineno"> 3098</span>&#160;            (aiui_idxInstance,</div><div class="line"><a name="l03099"></a><span class="lineno"> 3099</span>&#160;             literpart_ip.<a class="code" href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">getValue</a>()</div><div class="line"><a name="l03100"></a><span class="lineno"> 3100</span>&#160;             );</div><div class="line"><a name="l03101"></a><span class="lineno"> 3101</span>&#160;        }</div><div class="line"><a name="l03102"></a><span class="lineno"> 3102</span>&#160;        T_METRIC lt_diC = lt_sumbi / aivectorit_numInstClusterK.at(lcidx_Ckp);</div><div class="line"><a name="l03103"></a><span class="lineno"> 3103</span>&#160;        <span class="keywordflow">if</span> ( lt_diC &lt; lt_bi ) lt_bi = lt_diC;</div><div class="line"><a name="l03104"></a><span class="lineno"> 3104</span>&#160;      }         </div><div class="line"><a name="l03105"></a><span class="lineno"> 3105</span>&#160;    } <span class="comment">//FOR OTHER CLUSTER</span></div><div class="line"><a name="l03106"></a><span class="lineno"> 3106</span>&#160;</div><div class="line"><a name="l03107"></a><span class="lineno"> 3107</span>&#160;    T_METRIC lt_max =  std::max(lt_ai,lt_bi);</div><div class="line"><a name="l03108"></a><span class="lineno"> 3108</span>&#160;    lort_silhouette = (lt_max == 0.0)?0.0:(lt_bi - lt_ai)/ lt_max;  </div><div class="line"><a name="l03109"></a><span class="lineno"> 3109</span>&#160;</div><div class="line"><a name="l03110"></a><span class="lineno"> 3110</span>&#160;  } <span class="comment">//IF </span></div><div class="line"><a name="l03111"></a><span class="lineno"> 3111</span>&#160;</div><div class="line"><a name="l03112"></a><span class="lineno"> 3112</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03113"></a><span class="lineno"> 3113</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03114"></a><span class="lineno"> 3114</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03115"></a><span class="lineno"> 3115</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) &quot;</span></div><div class="line"><a name="l03116"></a><span class="lineno"> 3116</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;T_METRIC lort_silhouette = &quot;</span>   &lt;&lt; lort_silhouette</div><div class="line"><a name="l03117"></a><span class="lineno"> 3117</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03118"></a><span class="lineno"> 3118</span>&#160;  }</div><div class="line"><a name="l03119"></a><span class="lineno"> 3119</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03120"></a><span class="lineno"> 3120</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03121"></a><span class="lineno"> 3121</span>&#160;</div><div class="line"><a name="l03122"></a><span class="lineno"> 3122</span>&#160;  <span class="keywordflow">return</span> lort_silhouette;</div><div class="line"><a name="l03123"></a><span class="lineno"> 3123</span>&#160;  </div><div class="line"><a name="l03124"></a><span class="lineno"> 3124</span>&#160;}</div><div class="line"><a name="l03125"></a><span class="lineno"> 3125</span>&#160;</div><div class="line"><a name="l03126"></a><span class="lineno"> 3126</span>&#160;</div><div class="line"><a name="l03137"></a><span class="lineno"> 3137</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03138"></a><span class="lineno"> 3138</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03139"></a><span class="lineno"> 3139</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l03140"></a><span class="lineno"> 3140</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l03141"></a><span class="lineno"> 3141</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l03142"></a><span class="lineno"> 3142</span>&#160;           &gt;</div><div class="line"><a name="l03143"></a><span class="lineno"> 3143</span>&#160;std::vector&lt;T_METRIC&gt; </div><div class="line"><a name="l03144"></a><span class="lineno"> 3144</span>&#160;<a class="code" href="namespaceum.html#a1fa2ec9d0840e8dbfa3d2737a5615b11">simplifiedSilhouette</a></div><div class="line"><a name="l03145"></a><span class="lineno"><a class="line" href="namespaceum.html#a1fa2ec9d0840e8dbfa3d2737a5615b11"> 3145</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>          &amp;aimatrixt_centroids, </div><div class="line"><a name="l03146"></a><span class="lineno"> 3146</span>&#160; INPUT_ITERATOR                            aiiterator_instfirst,</div><div class="line"><a name="l03147"></a><span class="lineno"> 3147</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                      aiiterator_instlast,</div><div class="line"><a name="l03148"></a><span class="lineno"> 3148</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>        &amp;aipartition_clusters,</div><div class="line"><a name="l03149"></a><span class="lineno"> 3149</span>&#160; <span class="keyword">const</span> std::vector&lt;T_INSTANCES_CLUSTER_K&gt;  &amp;aivectorit_numInstClusterK,</div><div class="line"><a name="l03150"></a><span class="lineno"> 3150</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>      &amp;aifunc2p_dist</div><div class="line"><a name="l03151"></a><span class="lineno"> 3151</span>&#160; )</div><div class="line"><a name="l03152"></a><span class="lineno"> 3152</span>&#160;{</div><div class="line"><a name="l03153"></a><span class="lineno"> 3153</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03154"></a><span class="lineno"> 3154</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::simplifiedSilhouette&quot;</span>;</div><div class="line"><a name="l03155"></a><span class="lineno"> 3155</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03156"></a><span class="lineno"> 3156</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03157"></a><span class="lineno"> 3157</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l03158"></a><span class="lineno"> 3158</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03159"></a><span class="lineno"> 3159</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l03160"></a><span class="lineno"> 3160</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03161"></a><span class="lineno"> 3161</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l03162"></a><span class="lineno"> 3162</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03163"></a><span class="lineno"> 3163</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l03164"></a><span class="lineno"> 3164</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03165"></a><span class="lineno"> 3165</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l03166"></a><span class="lineno"> 3166</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03167"></a><span class="lineno"> 3167</span>&#160;  }</div><div class="line"><a name="l03168"></a><span class="lineno"> 3168</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03169"></a><span class="lineno"> 3169</span>&#160; </div><div class="line"><a name="l03170"></a><span class="lineno"> 3170</span>&#160;  std::vector&lt;T_METRIC&gt;  lovectort_partialSilhouette</div><div class="line"><a name="l03171"></a><span class="lineno"> 3171</span>&#160;    (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),T_METRIC(0));</div><div class="line"><a name="l03172"></a><span class="lineno"> 3172</span>&#160;</div><div class="line"><a name="l03173"></a><span class="lineno"> 3173</span>&#160;  <a class="code" href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="line"><a name="l03174"></a><span class="lineno"> 3174</span>&#160;    (lovectort_partialSilhouette.data(), </div><div class="line"><a name="l03175"></a><span class="lineno"> 3175</span>&#160;     (T_METRIC) 0.0, </div><div class="line"><a name="l03176"></a><span class="lineno"> 3176</span>&#160;     lovectort_partialSilhouette.size()</div><div class="line"><a name="l03177"></a><span class="lineno"> 3177</span>&#160;     );</div><div class="line"><a name="l03178"></a><span class="lineno"> 3178</span>&#160;</div><div class="line"><a name="l03179"></a><span class="lineno"> 3179</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numClusterK =</div><div class="line"><a name="l03180"></a><span class="lineno"> 3180</span>&#160;    (T_CLUSTERIDX) aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>();</div><div class="line"><a name="l03181"></a><span class="lineno"> 3181</span>&#160;  <span class="keyword">const</span> T_CLUSTERIDX lcidx_numNullCluster =</div><div class="line"><a name="l03182"></a><span class="lineno"> 3182</span>&#160;    (T_CLUSTERIDX)</div><div class="line"><a name="l03183"></a><span class="lineno"> 3183</span>&#160;    std::count_if</div><div class="line"><a name="l03184"></a><span class="lineno"> 3184</span>&#160;    (aivectorit_numInstClusterK.begin(),</div><div class="line"><a name="l03185"></a><span class="lineno"> 3185</span>&#160;     aivectorit_numInstClusterK.end(),</div><div class="line"><a name="l03186"></a><span class="lineno"> 3186</span>&#160;     [] (<span class="keyword">const</span> T_INSTANCES_CLUSTER_K aiit_num) {<span class="keywordflow">return</span> aiit_num == T_INSTANCES_CLUSTER_K(0);}</div><div class="line"><a name="l03187"></a><span class="lineno"> 3187</span>&#160;     );</div><div class="line"><a name="l03188"></a><span class="lineno"> 3188</span>&#160;</div><div class="line"><a name="l03189"></a><span class="lineno"> 3189</span>&#160;  <span class="keywordflow">if</span> ( (lcidx_numClusterK - lcidx_numNullCluster) &gt; 1)  {</div><div class="line"><a name="l03190"></a><span class="lineno"> 3190</span>&#160;      </div><div class="line"><a name="l03191"></a><span class="lineno"> 3191</span>&#160;    <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>();</div><div class="line"><a name="l03192"></a><span class="lineno"> 3192</span>&#160;         aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l03193"></a><span class="lineno"> 3193</span>&#160;         ++aiiterator_instfirst)</div><div class="line"><a name="l03194"></a><span class="lineno"> 3194</span>&#160;      {</div><div class="line"><a name="l03195"></a><span class="lineno"> 3195</span>&#160;      </div><div class="line"><a name="l03196"></a><span class="lineno"> 3196</span>&#160;        T_CLUSTERIDX lcidx_xinK = aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l03197"></a><span class="lineno"> 3197</span>&#160;        </div><div class="line"><a name="l03198"></a><span class="lineno"> 3198</span>&#160;        <span class="comment">/*INSTANCE NOT IS OUTLIER</span></div><div class="line"><a name="l03199"></a><span class="lineno"> 3199</span>&#160;<span class="comment">         */</span></div><div class="line"><a name="l03200"></a><span class="lineno"> 3200</span>&#160;        <span class="keywordflow">if</span> ( (0 &lt;= lcidx_xinK)  &amp;&amp; ( lcidx_xinK &lt; lcidx_numClusterK)  ) {</div><div class="line"><a name="l03201"></a><span class="lineno"> 3201</span>&#160;      </div><div class="line"><a name="l03202"></a><span class="lineno"> 3202</span>&#160;          <span class="comment">/* IF  NOT Ci IS A SINGLETON</span></div><div class="line"><a name="l03203"></a><span class="lineno"> 3203</span>&#160;<span class="comment">           */</span> </div><div class="line"><a name="l03204"></a><span class="lineno"> 3204</span>&#160;          <span class="keywordflow">if</span> ( aivectorit_numInstClusterK[lcidx_xinK] &gt; 1 ) {</div><div class="line"><a name="l03205"></a><span class="lineno"> 3205</span>&#160;</div><div class="line"><a name="l03206"></a><span class="lineno"> 3206</span>&#160;            <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l03207"></a><span class="lineno"> 3207</span>&#160;              (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l03208"></a><span class="lineno"> 3208</span>&#160;          </div><div class="line"><a name="l03209"></a><span class="lineno"> 3209</span>&#160;            T_METRIC lt_a = </div><div class="line"><a name="l03210"></a><span class="lineno"> 3210</span>&#160;              aifunc2p_dist</div><div class="line"><a name="l03211"></a><span class="lineno"> 3211</span>&#160;              (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lcidx_xinK),</div><div class="line"><a name="l03212"></a><span class="lineno"> 3212</span>&#160;               linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l03213"></a><span class="lineno"> 3213</span>&#160;               <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l03214"></a><span class="lineno"> 3214</span>&#160;               );</div><div class="line"><a name="l03215"></a><span class="lineno"> 3215</span>&#160;          </div><div class="line"><a name="l03216"></a><span class="lineno"> 3216</span>&#160;            T_METRIC lt_b = </div><div class="line"><a name="l03217"></a><span class="lineno"> 3217</span>&#160;              std::numeric_limits&lt;T_METRIC&gt;::max();</div><div class="line"><a name="l03218"></a><span class="lineno"> 3218</span>&#160;            <span class="keywordflow">for</span> (T_CLUSTERIDX lcidx_k= 0; lcidx_k &lt; lcidx_numClusterK; lcidx_k++)  {</div><div class="line"><a name="l03219"></a><span class="lineno"> 3219</span>&#160;              <span class="keywordflow">if</span> (lcidx_k !=  lcidx_xinK  ) {</div><div class="line"><a name="l03220"></a><span class="lineno"> 3220</span>&#160;                T_METRIC lt_distik =</div><div class="line"><a name="l03221"></a><span class="lineno"> 3221</span>&#160;                  aifunc2p_dist</div><div class="line"><a name="l03222"></a><span class="lineno"> 3222</span>&#160;                  (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lcidx_k),</div><div class="line"><a name="l03223"></a><span class="lineno"> 3223</span>&#160;                   linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(), </div><div class="line"><a name="l03224"></a><span class="lineno"> 3224</span>&#160;                   <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l03225"></a><span class="lineno"> 3225</span>&#160;                   );</div><div class="line"><a name="l03226"></a><span class="lineno"> 3226</span>&#160;                <span class="keywordflow">if</span> (lt_b &gt; lt_distik)</div><div class="line"><a name="l03227"></a><span class="lineno"> 3227</span>&#160;                  lt_b = lt_distik;     </div><div class="line"><a name="l03228"></a><span class="lineno"> 3228</span>&#160;              }</div><div class="line"><a name="l03229"></a><span class="lineno"> 3229</span>&#160;            }</div><div class="line"><a name="l03230"></a><span class="lineno"> 3230</span>&#160;          </div><div class="line"><a name="l03231"></a><span class="lineno"> 3231</span>&#160;            lovectort_partialSilhouette[lcidx_xinK] += </div><div class="line"><a name="l03232"></a><span class="lineno"> 3232</span>&#160;              (T_METRIC) (lt_b - lt_a) / (T_METRIC) std::max(lt_a,lt_b);</div><div class="line"><a name="l03233"></a><span class="lineno"> 3233</span>&#160;          }  <span class="keywordflow">else</span> <span class="keywordflow">if</span>  ( aivectorit_numInstClusterK[lcidx_xinK] == 1 ) {</div><div class="line"><a name="l03234"></a><span class="lineno"> 3234</span>&#160;            lovectort_partialSilhouette[lcidx_xinK] = (T_METRIC) 0.0;</div><div class="line"><a name="l03235"></a><span class="lineno"> 3235</span>&#160;          }</div><div class="line"><a name="l03236"></a><span class="lineno"> 3236</span>&#160;        }</div><div class="line"><a name="l03237"></a><span class="lineno"> 3237</span>&#160;      } <span class="comment">/*End for lui_i*/</span></div><div class="line"><a name="l03238"></a><span class="lineno"> 3238</span>&#160;  </div><div class="line"><a name="l03239"></a><span class="lineno"> 3239</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt;aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l03240"></a><span class="lineno"> 3240</span>&#160;      <span class="keywordflow">if</span> ( aivectorit_numInstClusterK[lui_j] &gt; 0 ) {</div><div class="line"><a name="l03241"></a><span class="lineno"> 3241</span>&#160;        lovectort_partialSilhouette[lui_j] /= </div><div class="line"><a name="l03242"></a><span class="lineno"> 3242</span>&#160;          (T_METRIC) aivectorit_numInstClusterK[lui_j];</div><div class="line"><a name="l03243"></a><span class="lineno"> 3243</span>&#160;      }     </div><div class="line"><a name="l03244"></a><span class="lineno"> 3244</span>&#160;    }</div><div class="line"><a name="l03245"></a><span class="lineno"> 3245</span>&#160;  }</div><div class="line"><a name="l03246"></a><span class="lineno"> 3246</span>&#160;</div><div class="line"><a name="l03247"></a><span class="lineno"> 3247</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03248"></a><span class="lineno"> 3248</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03249"></a><span class="lineno"> 3249</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03250"></a><span class="lineno"> 3250</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l03251"></a><span class="lineno"> 3251</span>&#160;</div><div class="line"><a name="l03252"></a><span class="lineno"> 3252</span>&#160;    std::ostringstream lostrstream_labelPartialSilhouette;</div><div class="line"><a name="l03253"></a><span class="lineno"> 3253</span>&#160;    lostrstream_labelPartialSilhouette  &lt;&lt; <span class="stringliteral">&quot;&lt;PARTIALSILHUETTE: &quot;</span> &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03254"></a><span class="lineno"> 3254</span>&#160;                                        &lt;&lt; <span class="stringliteral">&quot;lovectort_partialSilhouette[&quot;</span></div><div class="line"><a name="l03255"></a><span class="lineno"> 3255</span>&#160;                                        &lt;&lt; &amp;lovectort_partialSilhouette &lt;&lt; <span class="charliteral">&#39;]&#39;</span>;</div><div class="line"><a name="l03256"></a><span class="lineno"> 3256</span>&#160;    <a class="code" href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="line"><a name="l03257"></a><span class="lineno"> 3257</span>&#160;      (lovectort_partialSilhouette.begin(),</div><div class="line"><a name="l03258"></a><span class="lineno"> 3258</span>&#160;       lovectort_partialSilhouette.end(),</div><div class="line"><a name="l03259"></a><span class="lineno"> 3259</span>&#160;       std::cout,</div><div class="line"><a name="l03260"></a><span class="lineno"> 3260</span>&#160;       lostrstream_labelPartialSilhouette.str().c_str(),</div><div class="line"><a name="l03261"></a><span class="lineno"> 3261</span>&#160;       <span class="charliteral">&#39;,&#39;</span></div><div class="line"><a name="l03262"></a><span class="lineno"> 3262</span>&#160;       );</div><div class="line"><a name="l03263"></a><span class="lineno"> 3263</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l03264"></a><span class="lineno"> 3264</span>&#160;  }</div><div class="line"><a name="l03265"></a><span class="lineno"> 3265</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03266"></a><span class="lineno"> 3266</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03267"></a><span class="lineno"> 3267</span>&#160;  </div><div class="line"><a name="l03268"></a><span class="lineno"> 3268</span>&#160;  <span class="keywordflow">return</span> lovectort_partialSilhouette;</div><div class="line"><a name="l03269"></a><span class="lineno"> 3269</span>&#160;}</div><div class="line"><a name="l03270"></a><span class="lineno"> 3270</span>&#160;  </div><div class="line"><a name="l03271"></a><span class="lineno"> 3271</span>&#160;</div><div class="line"><a name="l03279"></a><span class="lineno"> 3279</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03280"></a><span class="lineno"> 3280</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l03281"></a><span class="lineno"> 3281</span>&#160;           &gt;</div><div class="line"><a name="l03282"></a><span class="lineno"> 3282</span>&#160;T_METRIC</div><div class="line"><a name="l03283"></a><span class="lineno"> 3283</span>&#160;<a class="code" href="namespaceum.html#aabc6ca77bf38202926542ef55d03df90">dbindex</a></div><div class="line"><a name="l03284"></a><span class="lineno"><a class="line" href="namespaceum.html#aabc6ca77bf38202926542ef55d03df90"> 3284</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>      &amp;aimatrixt_centroids,</div><div class="line"><a name="l03285"></a><span class="lineno"> 3285</span>&#160; <span class="keyword">const</span> std::vector&lt;T_METRIC&gt;          &amp;aivectort_scatter, <span class="comment">//Radius of Clusters</span></div><div class="line"><a name="l03286"></a><span class="lineno"> 3286</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l03287"></a><span class="lineno"> 3287</span>&#160; )</div><div class="line"><a name="l03288"></a><span class="lineno"> 3288</span>&#160;{</div><div class="line"><a name="l03289"></a><span class="lineno"> 3289</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03290"></a><span class="lineno"> 3290</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03291"></a><span class="lineno"> 3291</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03292"></a><span class="lineno"> 3292</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::dbindex&lt;&gt;  IN&quot;</span></div><div class="line"><a name="l03293"></a><span class="lineno"> 3293</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03294"></a><span class="lineno"> 3294</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l03295"></a><span class="lineno"> 3295</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span> &lt;&lt; <span class="stringliteral">&quot;: numrows &quot;</span></div><div class="line"><a name="l03296"></a><span class="lineno"> 3296</span>&#160;              &lt;&lt;  aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l03297"></a><span class="lineno"> 3297</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l03298"></a><span class="lineno"> 3298</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03299"></a><span class="lineno"> 3299</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l03300"></a><span class="lineno"> 3300</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03301"></a><span class="lineno"> 3301</span>&#160;  }</div><div class="line"><a name="l03302"></a><span class="lineno"> 3302</span>&#160;<span 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href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l03309"></a><span class="lineno"> 3309</span>&#160;           </div><div class="line"><a name="l03310"></a><span class="lineno"> 3310</span>&#160;    T_METRIC lrt_sumdbindex = 0.0;</div><div class="line"><a name="l03311"></a><span class="lineno"> 3311</span>&#160;      </div><div class="line"><a name="l03312"></a><span class="lineno"> 3312</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) {</div><div class="line"><a name="l03313"></a><span class="lineno"> 3313</span>&#160;        </div><div class="line"><a name="l03314"></a><span class="lineno"> 3314</span>&#160;      <span class="keywordflow">if</span> ( std::isnan(aivectort_scatter[lui_i]) )</div><div class="line"><a name="l03315"></a><span class="lineno"> 3315</span>&#160;        <span class="keywordflow">continue</span>;</div><div class="line"><a name="l03316"></a><span class="lineno"> 3316</span>&#160;      ++lui_numClusterK;</div><div class="line"><a name="l03317"></a><span class="lineno"> 3317</span>&#160;      <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0;</div><div class="line"><a name="l03318"></a><span class="lineno"> 3318</span>&#160;      <span class="keywordflow">while</span> ( (lui_j &lt; aivectort_scatter.size())</div><div class="line"><a name="l03319"></a><span class="lineno"> 3319</span>&#160;              &amp;&amp; ((lui_i == lui_j) || std::isnan(aivectort_scatter[lui_j]))</div><div class="line"><a name="l03320"></a><span class="lineno"> 3320</span>&#160;              ) ++lui_j;</div><div class="line"><a name="l03321"></a><span class="lineno"> 3321</span>&#160;      <span class="keywordflow">if</span> ( lui_j &gt;= aivectort_scatter.size() )</div><div class="line"><a name="l03322"></a><span class="lineno"> 3322</span>&#160;        <span class="keywordflow">continue</span>;</div><div class="line"><a name="l03323"></a><span class="lineno"> 3323</span>&#160;      T_METRIC lt_dijt = (T_METRIC) aifunc2p_dist</div><div class="line"><a name="l03324"></a><span class="lineno"> 3324</span>&#160;        (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l03325"></a><span class="lineno"> 3325</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j),</div><div class="line"><a name="l03326"></a><span class="lineno"> 3326</span>&#160;         aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l03327"></a><span class="lineno"> 3327</span>&#160;         );</div><div class="line"><a name="l03328"></a><span class="lineno"> 3328</span>&#160;      <span class="keywordflow">if</span> ( lt_dijt != 0.0) {</div><div class="line"><a name="l03329"></a><span class="lineno"> 3329</span>&#160;        T_METRIC lt_rMax = ( aivectort_scatter[lui_i] + aivectort_scatter[lui_j] ) / lt_dijt;</div><div class="line"><a name="l03330"></a><span class="lineno"> 3330</span>&#160;          </div><div class="line"><a name="l03331"></a><span class="lineno"> 3331</span>&#160;        <span class="keywordflow">while</span> ( ++lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() ) {</div><div class="line"><a name="l03332"></a><span class="lineno"> 3332</span>&#160;          <span class="keywordflow">if</span> ( lui_i != lui_j &amp;&amp; !std::isnan(aivectort_scatter[lui_j]) ) {</div><div class="line"><a name="l03333"></a><span class="lineno"> 3333</span>&#160;              </div><div class="line"><a name="l03334"></a><span class="lineno"> 3334</span>&#160;            lt_dijt =</div><div class="line"><a name="l03335"></a><span class="lineno"> 3335</span>&#160;              aifunc2p_dist</div><div class="line"><a name="l03336"></a><span class="lineno"> 3336</span>&#160;              (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_i),</div><div class="line"><a name="l03337"></a><span class="lineno"> 3337</span>&#160;               aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j),</div><div class="line"><a name="l03338"></a><span class="lineno"> 3338</span>&#160;               aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l03339"></a><span class="lineno"> 3339</span>&#160;               );</div><div class="line"><a name="l03340"></a><span class="lineno"> 3340</span>&#160;            <span class="keywordflow">if</span> ( lt_dijt != 0.0) {</div><div class="line"><a name="l03341"></a><span class="lineno"> 3341</span>&#160;              T_METRIC lt_r = ( aivectort_scatter[lui_i] + aivectort_scatter[lui_j] ) / lt_dijt;</div><div class="line"><a name="l03342"></a><span class="lineno"> 3342</span>&#160;                </div><div class="line"><a name="l03343"></a><span class="lineno"> 3343</span>&#160;              <span class="keywordflow">if</span> ( lt_r &gt; lt_rMax ) {</div><div class="line"><a name="l03344"></a><span class="lineno"> 3344</span>&#160;                lt_rMax =  lt_r;</div><div class="line"><a name="l03345"></a><span class="lineno"> 3345</span>&#160;              }</div><div class="line"><a name="l03346"></a><span class="lineno"> 3346</span>&#160;                </div><div class="line"><a name="l03347"></a><span class="lineno"> 3347</span>&#160;            } </div><div class="line"><a name="l03348"></a><span class="lineno"> 3348</span>&#160;                </div><div class="line"><a name="l03349"></a><span class="lineno"> 3349</span>&#160;          } </div><div class="line"><a name="l03350"></a><span class="lineno"> 3350</span>&#160;            </div><div class="line"><a name="l03351"></a><span class="lineno"> 3351</span>&#160;        } <span class="comment">/* while j */</span> </div><div class="line"><a name="l03352"></a><span class="lineno"> 3352</span>&#160;        lrt_sumdbindex += lt_rMax;</div><div class="line"><a name="l03353"></a><span class="lineno"> 3353</span>&#160;      }</div><div class="line"><a name="l03354"></a><span class="lineno"> 3354</span>&#160;    } <span class="comment">/* while i*/</span></div><div class="line"><a name="l03355"></a><span class="lineno"> 3355</span>&#160;    loT_dbindex  = (lrt_sumdbindex &gt; 0.0)?  </div><div class="line"><a name="l03356"></a><span class="lineno"> 3356</span>&#160;      lrt_sumdbindex / (T_METRIC) lui_numClusterK: </div><div class="line"><a name="l03357"></a><span class="lineno"> 3357</span>&#160;      <a class="code" href="unsupervised__measures_8hpp.html#ac72957e968a1b54a8ebfe7d4c10adc01">measuare_undefDBindex</a>(T_METRIC); </div><div class="line"><a name="l03358"></a><span class="lineno"> 3358</span>&#160;  }</div><div class="line"><a name="l03359"></a><span class="lineno"> 3359</span>&#160;     </div><div class="line"><a name="l03360"></a><span class="lineno"> 3360</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03361"></a><span class="lineno"> 3361</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03362"></a><span class="lineno"> 3362</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::dbindex&lt;&gt;  OUT&quot;</span></div><div class="line"><a name="l03363"></a><span class="lineno"> 3363</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03364"></a><span class="lineno"> 3364</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tlui_numClusterK = &quot;</span> &lt;&lt; lui_numClusterK </div><div class="line"><a name="l03365"></a><span class="lineno"> 3365</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tloT_dbindex = &quot;</span> &lt;&lt; loT_dbindex </div><div class="line"><a name="l03366"></a><span class="lineno"> 3366</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03367"></a><span class="lineno"> 3367</span>&#160;  }</div><div class="line"><a name="l03368"></a><span class="lineno"> 3368</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03369"></a><span class="lineno"> 3369</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03370"></a><span class="lineno"> 3370</span>&#160;</div><div class="line"><a name="l03371"></a><span class="lineno"> 3371</span>&#160;  <span class="keywordflow">return</span> loT_dbindex;</div><div class="line"><a name="l03372"></a><span class="lineno"> 3372</span>&#160;}</div><div class="line"><a name="l03373"></a><span class="lineno"> 3373</span>&#160;</div><div class="line"><a name="l03374"></a><span class="lineno"> 3374</span>&#160;</div><div class="line"><a name="l03375"></a><span class="lineno"> 3375</span>&#160;</div><div class="line"><a name="l03385"></a><span class="lineno"> 3385</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03386"></a><span class="lineno"> 3386</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03387"></a><span class="lineno"> 3387</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l03388"></a><span class="lineno"> 3388</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l03389"></a><span class="lineno"> 3389</span>&#160;           &gt;</div><div class="line"><a name="l03390"></a><span class="lineno"> 3390</span>&#160;T_METRIC</div><div class="line"><a name="l03391"></a><span class="lineno"> 3391</span>&#160;<a class="code" href="namespaceum.html#aabc6ca77bf38202926542ef55d03df90">dbindex</a></div><div class="line"><a name="l03392"></a><span class="lineno"><a class="line" href="namespaceum.html#ace048a1a9c9f0a5e7b8fc4f7e57f5625"> 3392</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>     &amp;aimatrixt_centroids,</div><div class="line"><a name="l03393"></a><span class="lineno"> 3393</span>&#160; INPUT_ITERATOR                       aiiterator_instfirst,</div><div class="line"><a name="l03394"></a><span class="lineno"> 3394</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                 aiiterator_instlast,</div><div class="line"><a name="l03395"></a><span class="lineno"> 3395</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>   &amp;aipartition_clusters,</div><div class="line"><a name="l03396"></a><span class="lineno"> 3396</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l03397"></a><span class="lineno"> 3397</span>&#160; )</div><div class="line"><a name="l03398"></a><span class="lineno"> 3398</span>&#160;{</div><div class="line"><a name="l03399"></a><span class="lineno"> 3399</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03400"></a><span class="lineno"> 3400</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::dbindex&quot;</span>;</div><div class="line"><a name="l03401"></a><span class="lineno"> 3401</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03402"></a><span class="lineno"> 3402</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03403"></a><span class="lineno"> 3403</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l03404"></a><span class="lineno"> 3404</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03405"></a><span class="lineno"> 3405</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l03406"></a><span class="lineno"> 3406</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03407"></a><span class="lineno"> 3407</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l03408"></a><span class="lineno"> 3408</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03409"></a><span class="lineno"> 3409</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l03410"></a><span class="lineno"> 3410</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03411"></a><span class="lineno"> 3411</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l03412"></a><span class="lineno"> 3412</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03413"></a><span class="lineno"> 3413</span>&#160;  }</div><div class="line"><a name="l03414"></a><span class="lineno"> 3414</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03415"></a><span class="lineno"> 3415</span>&#160;</div><div class="line"><a name="l03416"></a><span class="lineno"> 3416</span>&#160;  T_METRIC loT_dbindex = <a class="code" href="unsupervised__measures_8hpp.html#ac72957e968a1b54a8ebfe7d4c10adc01">measuare_undefDBindex</a>(T_METRIC);</div><div class="line"><a name="l03417"></a><span class="lineno"> 3417</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_numClusterK = 0;</div><div class="line"><a name="l03418"></a><span class="lineno"> 3418</span>&#160;    </div><div class="line"><a name="l03419"></a><span class="lineno"> 3419</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l03420"></a><span class="lineno"> 3420</span>&#160;</div><div class="line"><a name="l03421"></a><span class="lineno"> 3421</span>&#160;    std::vector&lt;T_METRIC&gt;&amp;&amp; lvectort_scatter =</div><div class="line"><a name="l03422"></a><span class="lineno"> 3422</span>&#160;      <a class="code" href="namespaceum.html#a92550dabf7b2bbc875e88e4b41850531">avgRadiusClusterK</a></div><div class="line"><a name="l03423"></a><span class="lineno"> 3423</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l03424"></a><span class="lineno"> 3424</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l03425"></a><span class="lineno"> 3425</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l03426"></a><span class="lineno"> 3426</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l03427"></a><span class="lineno"> 3427</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l03428"></a><span class="lineno"> 3428</span>&#160;       );</div><div class="line"><a name="l03429"></a><span class="lineno"> 3429</span>&#160;                 </div><div class="line"><a name="l03430"></a><span class="lineno"> 3430</span>&#160;    T_METRIC lrt_sumdbindex = 0.0;</div><div class="line"><a name="l03431"></a><span class="lineno"> 3431</span>&#160;      </div><div class="line"><a name="l03432"></a><span class="lineno"> 3432</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_i++) {</div><div class="line"><a name="l03433"></a><span class="lineno"> 3433</span>&#160;        </div><div class="line"><a name="l03434"></a><span class="lineno"> 3434</span>&#160;      <span class="keywordflow">if</span> ( std::isnan(lvectort_scatter[lui_i]) )</div><div class="line"><a name="l03435"></a><span class="lineno"> 3435</span>&#160;        <span class="keywordflow">continue</span>;</div><div class="line"><a name="l03436"></a><span class="lineno"> 3436</span>&#160;      ++lui_numClusterK;</div><div class="line"><a name="l03437"></a><span class="lineno"> 3437</span>&#160;      <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0;</div><div class="line"><a name="l03438"></a><span class="lineno"> 3438</span>&#160;      <span class="keywordflow">while</span> ( (lui_j &lt; lvectort_scatter.size())</div><div class="line"><a name="l03439"></a><span class="lineno"> 3439</span>&#160;              &amp;&amp; ((lui_i == lui_j) || std::isnan(lvectort_scatter[lui_j]))</div><div class="line"><a name="l03440"></a><span class="lineno"> 3440</span>&#160;              ) ++lui_j;</div><div class="line"><a name="l03441"></a><span class="lineno"> 3441</span>&#160;      <span class="keywordflow">if</span> ( lui_j &gt;= lvectort_scatter.size() )</div><div class="line"><a name="l03442"></a><span class="lineno"> 3442</span>&#160;        <span class="keywordflow">continue</span>;</div><div class="line"><a name="l03443"></a><span class="lineno"> 3443</span>&#160;  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class="lineno"> 3449</span>&#160;        T_METRIC lt_rMax = ( lvectort_scatter[lui_i] + lvectort_scatter[lui_j] ) / lt_dijt;</div><div class="line"><a name="l03450"></a><span class="lineno"> 3450</span>&#160;          </div><div class="line"><a name="l03451"></a><span class="lineno"> 3451</span>&#160;        <span class="keywordflow">while</span> ( ++lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() ) {</div><div class="line"><a name="l03452"></a><span class="lineno"> 3452</span>&#160;          <span class="keywordflow">if</span> ( lui_i != lui_j &amp;&amp; !std::isnan(lvectort_scatter[lui_j]) ) {</div><div class="line"><a name="l03453"></a><span class="lineno"> 3453</span>&#160;              </div><div class="line"><a name="l03454"></a><span class="lineno"> 3454</span>&#160;            lt_dijt =</div><div class="line"><a name="l03455"></a><span class="lineno"> 3455</span>&#160;              aifunc2p_dist</div><div class="line"><a name="l03456"></a><span class="lineno"> 3456</span>&#160;              (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lui_i),</div><div class="line"><a name="l03457"></a><span class="lineno"> 3457</span>&#160;               aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">getRow</a>(lui_j),</div><div class="line"><a name="l03458"></a><span class="lineno"> 3458</span>&#160;               aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>()</div><div class="line"><a name="l03459"></a><span class="lineno"> 3459</span>&#160;               );</div><div class="line"><a name="l03460"></a><span class="lineno"> 3460</span>&#160;            <span class="keywordflow">if</span> ( lt_dijt != 0.0) {</div><div class="line"><a name="l03461"></a><span class="lineno"> 3461</span>&#160;              T_METRIC lt_r = ( lvectort_scatter[lui_i] + lvectort_scatter[lui_j] ) / lt_dijt;</div><div class="line"><a name="l03462"></a><span class="lineno"> 3462</span>&#160;                </div><div class="line"><a name="l03463"></a><span class="lineno"> 3463</span>&#160;              <span class="keywordflow">if</span> ( lt_r &gt; lt_rMax ) {</div><div class="line"><a name="l03464"></a><span class="lineno"> 3464</span>&#160;                lt_rMax =  lt_r;</div><div class="line"><a name="l03465"></a><span class="lineno"> 3465</span>&#160;              }</div><div class="line"><a name="l03466"></a><span class="lineno"> 3466</span>&#160;                </div><div class="line"><a name="l03467"></a><span class="lineno"> 3467</span>&#160;            } </div><div class="line"><a name="l03468"></a><span class="lineno"> 3468</span>&#160;                </div><div class="line"><a name="l03469"></a><span class="lineno"> 3469</span>&#160;          } </div><div class="line"><a name="l03470"></a><span class="lineno"> 3470</span>&#160;            </div><div class="line"><a name="l03471"></a><span class="lineno"> 3471</span>&#160;        } <span class="comment">/* while j */</span> </div><div class="line"><a name="l03472"></a><span class="lineno"> 3472</span>&#160;        lrt_sumdbindex += lt_rMax;</div><div class="line"><a name="l03473"></a><span class="lineno"> 3473</span>&#160;      }</div><div class="line"><a name="l03474"></a><span class="lineno"> 3474</span>&#160;    } <span class="comment">/* while i*/</span></div><div class="line"><a name="l03475"></a><span class="lineno"> 3475</span>&#160;    loT_dbindex  = (lrt_sumdbindex &gt; 0.0)?  </div><div class="line"><a name="l03476"></a><span class="lineno"> 3476</span>&#160;      lrt_sumdbindex / (T_METRIC) lui_numClusterK: </div><div class="line"><a name="l03477"></a><span class="lineno"> 3477</span>&#160;      <a class="code" href="unsupervised__measures_8hpp.html#ac72957e968a1b54a8ebfe7d4c10adc01">measuare_undefDBindex</a>(T_METRIC); </div><div class="line"><a name="l03478"></a><span class="lineno"> 3478</span>&#160;  }</div><div class="line"><a name="l03479"></a><span class="lineno"> 3479</span>&#160;     </div><div class="line"><a name="l03480"></a><span class="lineno"> 3480</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03481"></a><span class="lineno"> 3481</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03482"></a><span class="lineno"> 3482</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::dbindex&lt;&gt;  OUT&quot;</span></div><div class="line"><a name="l03483"></a><span class="lineno"> 3483</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03484"></a><span class="lineno"> 3484</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tlui_numClusterK = &quot;</span> &lt;&lt; lui_numClusterK </div><div class="line"><a name="l03485"></a><span class="lineno"> 3485</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tloT_dbindex = &quot;</span> &lt;&lt; loT_dbindex </div><div class="line"><a name="l03486"></a><span class="lineno"> 3486</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03487"></a><span class="lineno"> 3487</span>&#160;  }</div><div class="line"><a name="l03488"></a><span class="lineno"> 3488</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03489"></a><span class="lineno"> 3489</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03490"></a><span class="lineno"> 3490</span>&#160;</div><div class="line"><a name="l03491"></a><span class="lineno"> 3491</span>&#160;  <span class="keywordflow">return</span> loT_dbindex;</div><div class="line"><a name="l03492"></a><span class="lineno"> 3492</span>&#160;}</div><div class="line"><a name="l03493"></a><span class="lineno"> 3493</span>&#160;</div><div class="line"><a name="l03494"></a><span class="lineno"> 3494</span>&#160;</div><div class="line"><a name="l03516"></a><span class="lineno"> 3516</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03517"></a><span class="lineno"> 3517</span>&#160;           <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l03518"></a><span class="lineno"> 3518</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l03519"></a><span class="lineno"> 3519</span>&#160;           &gt;</div><div class="line"><a name="l03520"></a><span class="lineno"> 3520</span>&#160;std::pair&lt;T_METRIC,bool&gt;</div><div class="line"><a name="l03521"></a><span class="lineno"> 3521</span>&#160;<a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">SSE</a></div><div class="line"><a name="l03522"></a><span class="lineno"><a class="line" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8"> 3522</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>          &amp;aimatrixt_centroids,</div><div class="line"><a name="l03523"></a><span class="lineno"> 3523</span>&#160; INPUT_ITERATOR                           aiiterator_instfirst,</div><div class="line"><a name="l03524"></a><span class="lineno"> 3524</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                     aiiterator_instlast,</div><div class="line"><a name="l03525"></a><span class="lineno"> 3525</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>     &amp;aifunc2p_dist</div><div class="line"><a name="l03526"></a><span class="lineno"> 3526</span>&#160; )</div><div class="line"><a name="l03527"></a><span class="lineno"> 3527</span>&#160;{  </div><div class="line"><a name="l03528"></a><span class="lineno"> 3528</span>&#160;  T_METRIC              loT_SSE;</div><div class="line"><a name="l03529"></a><span class="lineno"> 3529</span>&#160;  T_METRIC              lT_distMinCentInst;</div><div class="line"><a name="l03530"></a><span class="lineno"> 3530</span>&#160;</div><div class="line"><a name="l03531"></a><span class="lineno"> 3531</span>&#160;  loT_SSE = T_METRIC(0);</div><div class="line"><a name="l03532"></a><span class="lineno"> 3532</span>&#160;  std::vector&lt;uintidx&gt; </div><div class="line"><a name="l03533"></a><span class="lineno"> 3533</span>&#160;    lvectorT_numInstancesClusterK(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),0);</div><div class="line"><a name="l03534"></a><span class="lineno"> 3534</span>&#160;</div><div class="line"><a name="l03535"></a><span class="lineno"> 3535</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03536"></a><span class="lineno"> 3536</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03537"></a><span class="lineno"> 3537</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03538"></a><span class="lineno"> 3538</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::SSEWithOutMember:  IN&quot;</span></div><div class="line"><a name="l03539"></a><span class="lineno"> 3539</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03540"></a><span class="lineno"> 3540</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  mat::MatrixRow&lt;T_FEATURE&gt;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l03541"></a><span class="lineno"> 3541</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03542"></a><span class="lineno"> 3542</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03543"></a><span class="lineno"> 3543</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input aiiterator_instlast[&quot;</span> &lt;&lt;  *aiiterator_instlast &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03544"></a><span class="lineno"> 3544</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  aifunc2p_dist\n&quot;</span></div><div class="line"><a name="l03545"></a><span class="lineno"> 3545</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)\n&quot;</span>;</div><div class="line"><a name="l03546"></a><span class="lineno"> 3546</span>&#160;  }</div><div class="line"><a name="l03547"></a><span class="lineno"> 3547</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03548"></a><span class="lineno"> 3548</span>&#160;  </div><div class="line"><a name="l03549"></a><span class="lineno"> 3549</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l03550"></a><span class="lineno"> 3550</span>&#160;</div><div class="line"><a name="l03551"></a><span class="lineno"> 3551</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l03552"></a><span class="lineno"> 3552</span>&#160;    </div><div class="line"><a name="l03553"></a><span class="lineno"> 3553</span>&#160;    <a class="code" href="common_8hpp.html#a95a78573f61aedb7d72f75a520c7f8b5">intidx</a> lcidx_instInClusterJ = </div><div class="line"><a name="l03554"></a><span class="lineno"> 3554</span>&#160;      <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l03555"></a><span class="lineno"> 3555</span>&#160;      &lt;<a class="code" href="common_8hpp.html#a95a78573f61aedb7d72f75a520c7f8b5">intidx</a>,</div><div class="line"><a name="l03556"></a><span class="lineno"> 3556</span>&#160;       T_FEATURE,</div><div class="line"><a name="l03557"></a><span class="lineno"> 3557</span>&#160;       T_METRIC</div><div class="line"><a name="l03558"></a><span class="lineno"> 3558</span>&#160;       &gt;</div><div class="line"><a name="l03559"></a><span class="lineno"> 3559</span>&#160;      (lT_distMinCentInst,</div><div class="line"><a name="l03560"></a><span class="lineno"> 3560</span>&#160;       aimatrixt_centroids,</div><div class="line"><a name="l03561"></a><span class="lineno"> 3561</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l03562"></a><span class="lineno"> 3562</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l03563"></a><span class="lineno"> 3563</span>&#160;       );</div><div class="line"><a name="l03564"></a><span class="lineno"> 3564</span>&#160;    loT_SSE += (T_METRIC) lT_distMinCentInst;</div><div class="line"><a name="l03565"></a><span class="lineno"> 3565</span>&#160;    lvectorT_numInstancesClusterK[lcidx_instInClusterJ]++;</div><div class="line"><a name="l03566"></a><span class="lineno"> 3566</span>&#160;       </div><div class="line"><a name="l03567"></a><span class="lineno"> 3567</span>&#160;</div><div class="line"><a name="l03568"></a><span class="lineno"> 3568</span>&#160;  }</div><div class="line"><a name="l03569"></a><span class="lineno"> 3569</span>&#160;  </div><div class="line"><a name="l03570"></a><span class="lineno"> 3570</span>&#160;  <a class="code" href="common_8hpp.html#a95a78573f61aedb7d72f75a520c7f8b5">intidx</a>  locidx_numClusterNull = (<a class="code" href="common_8hpp.html#a95a78573f61aedb7d72f75a520c7f8b5">intidx</a>)</div><div class="line"><a name="l03571"></a><span class="lineno"> 3571</span>&#160;    std::count</div><div class="line"><a name="l03572"></a><span class="lineno"> 3572</span>&#160;    (lvectorT_numInstancesClusterK.begin(),</div><div class="line"><a name="l03573"></a><span class="lineno"> 3573</span>&#160;     lvectorT_numInstancesClusterK.end(),</div><div class="line"><a name="l03574"></a><span class="lineno"> 3574</span>&#160;     <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(0)</div><div class="line"><a name="l03575"></a><span class="lineno"> 3575</span>&#160;     );</div><div class="line"><a name="l03576"></a><span class="lineno"> 3576</span>&#160;   </div><div class="line"><a name="l03577"></a><span class="lineno"> 3577</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03578"></a><span class="lineno"> 3578</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03579"></a><span class="lineno"> 3579</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::SSEWithOutMember: OUT&quot;</span></div><div class="line"><a name="l03580"></a><span class="lineno"> 3580</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l03581"></a><span class="lineno"> 3581</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t output T_METRIC: loT_SSE = &quot;</span> &lt;&lt; loT_SSE &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l03582"></a><span class="lineno"> 3582</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t output T_CLUSTERIDX  locidx_numClusterNull = &quot;</span> </div><div class="line"><a name="l03583"></a><span class="lineno"> 3583</span>&#160;              &lt;&lt; locidx_numClusterNull &lt;&lt; <span class="charliteral">&#39;\n&#39;</span>;</div><div class="line"><a name="l03584"></a><span class="lineno"> 3584</span>&#160;  }</div><div class="line"><a name="l03585"></a><span class="lineno"> 3585</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03586"></a><span class="lineno"> 3586</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03587"></a><span class="lineno"> 3587</span>&#160;</div><div class="line"><a name="l03588"></a><span class="lineno"> 3588</span>&#160;  <span class="keywordflow">return</span> std::make_pair(loT_SSE,locidx_numClusterNull==<a class="code" href="common_8hpp.html#a95a78573f61aedb7d72f75a520c7f8b5">intidx</a>(0));</div><div class="line"><a name="l03589"></a><span class="lineno"> 3589</span>&#160;} <span class="comment">/*END SSEWithOutMember*/</span></div><div class="line"><a name="l03590"></a><span class="lineno"> 3590</span>&#160;</div><div class="line"><a name="l03591"></a><span class="lineno"> 3591</span>&#160;</div><div class="line"><a name="l03592"></a><span class="lineno"> 3592</span>&#160;</div><div class="line"><a name="l03614"></a><span class="lineno"> 3614</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03615"></a><span class="lineno"> 3615</span>&#160;           <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l03616"></a><span class="lineno"> 3616</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03617"></a><span class="lineno"> 3617</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX <span class="comment">/*-1,0,..,K*/</span></div><div class="line"><a name="l03618"></a><span class="lineno"> 3618</span>&#160;           &gt;</div><div class="line"><a name="l03619"></a><span class="lineno"> 3619</span>&#160;std::pair&lt;T_METRIC,bool&gt;</div><div class="line"><a name="l03620"></a><span class="lineno"> 3620</span>&#160;<a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">SSE</a></div><div class="line"><a name="l03621"></a><span class="lineno"><a class="line" href="namespaceum.html#a5939dcdd8d3b63e8b68461d6a81830b2"> 3621</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l03622"></a><span class="lineno"> 3622</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l03623"></a><span class="lineno"> 3623</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l03624"></a><span class="lineno"> 3624</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l03625"></a><span class="lineno"> 3625</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l03626"></a><span class="lineno"> 3626</span>&#160; )</div><div class="line"><a name="l03627"></a><span class="lineno"> 3627</span>&#160;{  </div><div class="line"><a name="l03628"></a><span class="lineno"> 3628</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03629"></a><span class="lineno"> 3629</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03630"></a><span class="lineno"> 3630</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03631"></a><span class="lineno"> 3631</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::SSEWithMember:  IN&quot;</span></div><div class="line"><a name="l03632"></a><span class="lineno"> 3632</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03633"></a><span class="lineno"> 3633</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  mat::MatrixRow&lt;T_FEATURE&gt;&amp;: aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l03634"></a><span class="lineno"> 3634</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03635"></a><span class="lineno"> 3635</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  partition::Partition&lt;T_CLUSTERIDX&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l03636"></a><span class="lineno"> 3636</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03637"></a><span class="lineno"> 3637</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03638"></a><span class="lineno"> 3638</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input aiiterator_instlast[&quot;</span> &lt;&lt; *aiiterator_instlast &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03639"></a><span class="lineno"> 3639</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t input  aifunc2p_dist[&quot;</span> &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l03640"></a><span class="lineno"> 3640</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l03641"></a><span class="lineno"> 3641</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03642"></a><span class="lineno"> 3642</span>&#160;  }</div><div class="line"><a name="l03643"></a><span class="lineno"> 3643</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03644"></a><span class="lineno"> 3644</span>&#160;</div><div class="line"><a name="l03645"></a><span class="lineno"> 3645</span>&#160;  std::vector&lt;uintidx&gt;</div><div class="line"><a name="l03646"></a><span class="lineno"> 3646</span>&#160;    lvectorT_numInstancesClusterK(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),0);</div><div class="line"><a name="l03647"></a><span class="lineno"> 3647</span>&#160;  </div><div class="line"><a name="l03648"></a><span class="lineno"> 3648</span>&#160;  T_CLUSTERIDX lcidx_numClusterK = </div><div class="line"><a name="l03649"></a><span class="lineno"> 3649</span>&#160;    (T_CLUSTERIDX) aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>();</div><div class="line"><a name="l03650"></a><span class="lineno"> 3650</span>&#160;</div><div class="line"><a name="l03651"></a><span class="lineno"> 3651</span>&#160;  T_METRIC  loT_SSE =  T_METRIC(0);</div><div class="line"><a name="l03652"></a><span class="lineno"> 3652</span>&#160;  </div><div class="line"><a name="l03653"></a><span class="lineno"> 3653</span>&#160;  <span class="keywordflow">for</span> (aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">begin</a>(); aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l03654"></a><span class="lineno"> 3654</span>&#160;    T_CLUSTERIDX lcidx_instInClusterJ = aipartition_clusters.<a class="code" href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">next</a>();</div><div class="line"><a name="l03655"></a><span class="lineno"> 3655</span>&#160;  </div><div class="line"><a name="l03656"></a><span class="lineno"> 3656</span>&#160;    <span class="keywordflow">if</span> ( 0 &lt;= lcidx_instInClusterJ  &amp;&amp; lcidx_instInClusterJ &lt;  lcidx_numClusterK  ) {</div><div class="line"><a name="l03657"></a><span class="lineno"> 3657</span>&#160;</div><div class="line"><a name="l03658"></a><span class="lineno"> 3658</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l03659"></a><span class="lineno"> 3659</span>&#160;      </div><div class="line"><a name="l03660"></a><span class="lineno"> 3660</span>&#160;      T_METRIC  lT_distMinCentInst =  </div><div class="line"><a name="l03661"></a><span class="lineno"> 3661</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l03662"></a><span class="lineno"> 3662</span>&#160;        (aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lcidx_instInClusterJ),</div><div class="line"><a name="l03663"></a><span class="lineno"> 3663</span>&#160;         linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l03664"></a><span class="lineno"> 3664</span>&#160;         <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l03665"></a><span class="lineno"> 3665</span>&#160;         );</div><div class="line"><a name="l03666"></a><span class="lineno"> 3666</span>&#160;</div><div class="line"><a name="l03667"></a><span class="lineno"> 3667</span>&#160;      loT_SSE += lT_distMinCentInst;</div><div class="line"><a name="l03668"></a><span class="lineno"> 3668</span>&#160;</div><div class="line"><a name="l03669"></a><span class="lineno"> 3669</span>&#160;      lvectorT_numInstancesClusterK[lcidx_instInClusterJ]++;</div><div class="line"><a name="l03670"></a><span class="lineno"> 3670</span>&#160;</div><div class="line"><a name="l03671"></a><span class="lineno"> 3671</span>&#160;    }</div><div class="line"><a name="l03672"></a><span class="lineno"> 3672</span>&#160;    <span class="keywordflow">else</span> {</div><div class="line"><a name="l03673"></a><span class="lineno"> 3673</span>&#160;      loT_SSE = <a class="code" href="unsupervised__measures_8hpp.html#ac75125580083992645322315eac624c8">measuare_undefSSE</a>(T_METRIC);</div><div class="line"><a name="l03674"></a><span class="lineno"> 3674</span>&#160;      <span class="keywordflow">break</span>;</div><div class="line"><a name="l03675"></a><span class="lineno"> 3675</span>&#160;    }</div><div class="line"><a name="l03676"></a><span class="lineno"> 3676</span>&#160;    <span class="comment">//++luintidx_insti;</span></div><div class="line"><a name="l03677"></a><span class="lineno"> 3677</span>&#160;  }</div><div class="line"><a name="l03678"></a><span class="lineno"> 3678</span>&#160;</div><div class="line"><a name="l03679"></a><span class="lineno"> 3679</span>&#160;  T_CLUSTERIDX  locidx_numClusterNull =</div><div class="line"><a name="l03680"></a><span class="lineno"> 3680</span>&#160;    (T_CLUSTERIDX) std::count</div><div class="line"><a name="l03681"></a><span class="lineno"> 3681</span>&#160;    (lvectorT_numInstancesClusterK.begin(),</div><div class="line"><a name="l03682"></a><span class="lineno"> 3682</span>&#160;     lvectorT_numInstancesClusterK.end(),</div><div class="line"><a name="l03683"></a><span class="lineno"> 3683</span>&#160;     <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(0)</div><div class="line"><a name="l03684"></a><span class="lineno"> 3684</span>&#160;     );</div><div class="line"><a name="l03685"></a><span class="lineno"> 3685</span>&#160;</div><div class="line"><a name="l03686"></a><span class="lineno"> 3686</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03687"></a><span class="lineno"> 3687</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03688"></a><span class="lineno"> 3688</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::SSEWithMember: OUT&quot;</span></div><div class="line"><a name="l03689"></a><span class="lineno"> 3689</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l03690"></a><span class="lineno"> 3690</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t output T_METRIC: loT_SSE = &quot;</span> &lt;&lt; loT_SSE &lt;&lt; <span class="charliteral">&#39;\n&#39;</span></div><div class="line"><a name="l03691"></a><span class="lineno"> 3691</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t output T_CLUSTERIDX  locidx_numClusterNull = &quot;</span> </div><div class="line"><a name="l03692"></a><span class="lineno"> 3692</span>&#160;              &lt;&lt; locidx_numClusterNull</div><div class="line"><a name="l03693"></a><span class="lineno"> 3693</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03694"></a><span class="lineno"> 3694</span>&#160;  }</div><div class="line"><a name="l03695"></a><span class="lineno"> 3695</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03696"></a><span class="lineno"> 3696</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l03697"></a><span class="lineno"> 3697</span>&#160;</div><div class="line"><a name="l03698"></a><span class="lineno"> 3698</span>&#160;  <span class="keywordflow">return</span> std::make_pair(loT_SSE,locidx_numClusterNull==T_CLUSTERIDX(0));</div><div class="line"><a name="l03699"></a><span class="lineno"> 3699</span>&#160;</div><div class="line"><a name="l03700"></a><span class="lineno"> 3700</span>&#160;} <span class="comment">/*END SSEWithOutMember*/</span></div><div class="line"><a name="l03701"></a><span class="lineno"> 3701</span>&#160;</div><div class="line"><a name="l03702"></a><span class="lineno"> 3702</span>&#160;</div><div class="line"><a name="l03703"></a><span class="lineno"> 3703</span>&#160;</div><div class="line"><a name="l03726"></a><span class="lineno"> 3726</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03727"></a><span class="lineno"> 3727</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l03728"></a><span class="lineno"> 3728</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03729"></a><span class="lineno"> 3729</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l03730"></a><span class="lineno"> 3730</span>&#160;           &gt;</div><div class="line"><a name="l03731"></a><span class="lineno"> 3731</span>&#160;T_METRIC</div><div class="line"><a name="l03732"></a><span class="lineno"> 3732</span>&#160;<a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">SSE</a></div><div class="line"><a name="l03733"></a><span class="lineno"><a class="line" href="namespaceum.html#af40d060af41e7e24220a41d8886e543a"> 3733</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l03734"></a><span class="lineno"> 3734</span>&#160; INPUT_ITERATOR                       aiiterator_instfirst,</div><div class="line"><a name="l03735"></a><span class="lineno"> 3735</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l03736"></a><span class="lineno"> 3736</span>&#160; T_CLUSTERIDX                          *aiarraycidx_memberShip,</div><div class="line"><a name="l03737"></a><span class="lineno"> 3737</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l03738"></a><span class="lineno"> 3738</span>&#160; )</div><div class="line"><a name="l03739"></a><span class="lineno"> 3739</span>&#160;{</div><div class="line"><a name="l03740"></a><span class="lineno"> 3740</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03741"></a><span class="lineno"> 3741</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::SSE&quot;</span>;</div><div class="line"><a name="l03742"></a><span class="lineno"> 3742</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03743"></a><span class="lineno"> 3743</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03744"></a><span class="lineno"> 3744</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l03745"></a><span class="lineno"> 3745</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l03746"></a><span class="lineno"> 3746</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(input  mat::MatrixRow&lt;T_CENTROIDS&gt;: aimatrixt_centroids[&quot;</span></div><div class="line"><a name="l03747"></a><span class="lineno"> 3747</span>&#160;              &lt;&lt;  &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03748"></a><span class="lineno"> 3748</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input aiiterator_instfirst[&quot;</span> &lt;&lt; &amp;aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03749"></a><span class="lineno"> 3749</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03750"></a><span class="lineno"> 3750</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  T_CLUSTERIDX*: aiarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l03751"></a><span class="lineno"> 3751</span>&#160;              &lt;&lt; aiarraycidx_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03752"></a><span class="lineno"> 3752</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l03753"></a><span class="lineno"> 3753</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03754"></a><span class="lineno"> 3754</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)&quot;</span></div><div class="line"><a name="l03755"></a><span class="lineno"> 3755</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03756"></a><span class="lineno"> 3756</span>&#160;  }</div><div class="line"><a name="l03757"></a><span class="lineno"> 3757</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03758"></a><span class="lineno"> 3758</span>&#160;  </div><div class="line"><a name="l03759"></a><span class="lineno"> 3759</span>&#160;  T_METRIC           lot_SSE;</div><div class="line"><a name="l03760"></a><span class="lineno"> 3760</span>&#160;  </div><div class="line"><a name="l03761"></a><span class="lineno"> 3761</span>&#160;  lot_SSE = T_METRIC(0.0);</div><div class="line"><a name="l03762"></a><span class="lineno"> 3762</span>&#160;       </div><div class="line"><a name="l03763"></a><span class="lineno"> 3763</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l03764"></a><span class="lineno"> 3764</span>&#160;       ++aiiterator_instfirst, ++aiarraycidx_memberShip)</div><div class="line"><a name="l03765"></a><span class="lineno"> 3765</span>&#160;    {</div><div class="line"><a name="l03766"></a><span class="lineno"> 3766</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =</div><div class="line"><a name="l03767"></a><span class="lineno"> 3767</span>&#160;        (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l03768"></a><span class="lineno"> 3768</span>&#160;  </div><div class="line"><a name="l03769"></a><span class="lineno"> 3769</span>&#160;      <span class="keyword">const</span> T_FEATURE* lmatrowt_centroid =  aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(*aiarraycidx_memberShip);</div><div class="line"><a name="l03770"></a><span class="lineno"> 3770</span>&#160;    </div><div class="line"><a name="l03771"></a><span class="lineno"> 3771</span>&#160;      lot_SSE += </div><div class="line"><a name="l03772"></a><span class="lineno"> 3772</span>&#160;        aifunc2p_dist</div><div class="line"><a name="l03773"></a><span class="lineno"> 3773</span>&#160;        (lmatrowt_centroid,</div><div class="line"><a name="l03774"></a><span class="lineno"> 3774</span>&#160;         linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l03775"></a><span class="lineno"> 3775</span>&#160;         <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l03776"></a><span class="lineno"> 3776</span>&#160;         );</div><div class="line"><a name="l03777"></a><span class="lineno"> 3777</span>&#160;    }</div><div class="line"><a name="l03778"></a><span class="lineno"> 3778</span>&#160;</div><div class="line"><a name="l03779"></a><span class="lineno"> 3779</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03780"></a><span class="lineno"> 3780</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03781"></a><span class="lineno"> 3781</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03782"></a><span class="lineno"> 3782</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03783"></a><span class="lineno"> 3783</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; T_METRIC: lot_SSE = &quot;</span> </div><div class="line"><a name="l03784"></a><span class="lineno"> 3784</span>&#160;              &lt;&lt; lot_SSE</div><div class="line"><a name="l03785"></a><span class="lineno"> 3785</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03786"></a><span class="lineno"> 3786</span>&#160;  }</div><div class="line"><a name="l03787"></a><span class="lineno"> 3787</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03788"></a><span class="lineno"> 3788</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03789"></a><span class="lineno"> 3789</span>&#160;  </div><div class="line"><a name="l03790"></a><span class="lineno"> 3790</span>&#160;  <span class="keywordflow">return</span> lot_SSE;</div><div class="line"><a name="l03791"></a><span class="lineno"> 3791</span>&#160;  </div><div class="line"><a name="l03792"></a><span class="lineno"> 3792</span>&#160;}</div><div class="line"><a name="l03793"></a><span class="lineno"> 3793</span>&#160;</div><div class="line"><a name="l03813"></a><span class="lineno"> 3813</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03814"></a><span class="lineno"> 3814</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03815"></a><span class="lineno"> 3815</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l03816"></a><span class="lineno"> 3816</span>&#160;           <span class="keyword">typename</span> FUNCINSTFREQUENCY, </div><div class="line"><a name="l03817"></a><span class="lineno"> 3817</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l03818"></a><span class="lineno"> 3818</span>&#160;           &gt;</div><div class="line"><a name="l03819"></a><span class="lineno"> 3819</span>&#160;std::pair&lt;T_METRIC,bool&gt;</div><div class="line"><a name="l03820"></a><span class="lineno"> 3820</span>&#160;<a class="code" href="namespaceum.html#a4fe497f33b0e77e7979f2de3ec4c35e3">distortion</a></div><div class="line"><a name="l03821"></a><span class="lineno"><a class="line" href="namespaceum.html#a4fe497f33b0e77e7979f2de3ec4c35e3"> 3821</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_base.html">mat::MatrixBase&lt;T_FEATURE&gt;</a>      &amp;aimatrixt_centroids,</div><div class="line"><a name="l03822"></a><span class="lineno"> 3822</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l03823"></a><span class="lineno"> 3823</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l03824"></a><span class="lineno"> 3824</span>&#160; T_CLUSTERIDX                          *aiarraycidx_memberShip,</div><div class="line"><a name="l03825"></a><span class="lineno"> 3825</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist,</div><div class="line"><a name="l03826"></a><span class="lineno"> 3826</span>&#160; <span class="keyword">const</span> FUNCINSTFREQUENCY               func_instfrequency</div><div class="line"><a name="l03827"></a><span class="lineno"> 3827</span>&#160; )</div><div class="line"><a name="l03828"></a><span class="lineno"> 3828</span>&#160;{  </div><div class="line"><a name="l03829"></a><span class="lineno"> 3829</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03830"></a><span class="lineno"> 3830</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::distortion&quot;</span>;</div><div class="line"><a name="l03831"></a><span class="lineno"> 3831</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l03832"></a><span class="lineno"> 3832</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03833"></a><span class="lineno"> 3833</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l03834"></a><span class="lineno"> 3834</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l03835"></a><span class="lineno"> 3835</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(input  mat::MatrixRow&lt;T_CENTROIDS&gt;: aimatrixt_centroids[&quot;</span></div><div class="line"><a name="l03836"></a><span class="lineno"> 3836</span>&#160;              &lt;&lt;  &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03837"></a><span class="lineno"> 3837</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  INPUT_ITERATOR    aiiterator_instfirst[&quot;</span> </div><div class="line"><a name="l03838"></a><span class="lineno"> 3838</span>&#160;              &lt;&lt;  &amp;aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03839"></a><span class="lineno"> 3839</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  T_CLUSTERIDX*: aiarraycidx_memberShip[&quot;</span> </div><div class="line"><a name="l03840"></a><span class="lineno"> 3840</span>&#160;              &lt;&lt; aiarraycidx_memberShip &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03841"></a><span class="lineno"> 3841</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l03842"></a><span class="lineno"> 3842</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l03843"></a><span class="lineno"> 3843</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)&quot;</span></div><div class="line"><a name="l03844"></a><span class="lineno"> 3844</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03845"></a><span class="lineno"> 3845</span>&#160;  }</div><div class="line"><a name="l03846"></a><span class="lineno"> 3846</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03847"></a><span class="lineno"> 3847</span>&#160;</div><div class="line"><a name="l03848"></a><span class="lineno"> 3848</span>&#160;  std::vector&lt;bool&gt; lvectorbool_haveInstClusterK(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(),<span class="keyword">false</span>);</div><div class="line"><a name="l03849"></a><span class="lineno"> 3849</span>&#160;  T_METRIC          lort_SSE = T_METRIC(0);</div><div class="line"><a name="l03850"></a><span class="lineno"> 3850</span>&#160;  T_METRIC          lT_numInstances  = T_METRIC(0);</div><div class="line"><a name="l03851"></a><span class="lineno"> 3851</span>&#160;  </div><div class="line"><a name="l03852"></a><span class="lineno"> 3852</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l03853"></a><span class="lineno"> 3853</span>&#160;  <span class="keywordflow">for</span> (; aiiterator_instfirst != aiiterator_instlast; ++aiiterator_instfirst) {</div><div class="line"><a name="l03854"></a><span class="lineno"> 3854</span>&#160;</div><div class="line"><a name="l03855"></a><span class="lineno"> 3855</span>&#160;    <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l03856"></a><span class="lineno"> 3856</span>&#160;    T_METRIC          lT_distMinCentInst;</div><div class="line"><a name="l03857"></a><span class="lineno"> 3857</span>&#160;      </div><div class="line"><a name="l03858"></a><span class="lineno"> 3858</span>&#160;    T_CLUSTERIDX lcidx_instInClusterJ = </div><div class="line"><a name="l03859"></a><span class="lineno"> 3859</span>&#160;      <a class="code" href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="line"><a name="l03860"></a><span class="lineno"> 3860</span>&#160;      (lT_distMinCentInst,</div><div class="line"><a name="l03861"></a><span class="lineno"> 3861</span>&#160;       aimatrixt_centroids,</div><div class="line"><a name="l03862"></a><span class="lineno"> 3862</span>&#160;       aiarraycidx_memberShip[lui_i],</div><div class="line"><a name="l03863"></a><span class="lineno"> 3863</span>&#160;       linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l03864"></a><span class="lineno"> 3864</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l03865"></a><span class="lineno"> 3865</span>&#160;       );</div><div class="line"><a name="l03866"></a><span class="lineno"> 3866</span>&#160;</div><div class="line"><a name="l03867"></a><span class="lineno"> 3867</span>&#160;    <span class="keywordflow">if</span> ( lcidx_instInClusterJ != aiarraycidx_memberShip[lui_i]) {</div><div class="line"><a name="l03868"></a><span class="lineno"> 3868</span>&#160;</div><div class="line"><a name="l03869"></a><span class="lineno"> 3869</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03870"></a><span class="lineno"> 3870</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03871"></a><span class="lineno"> 3871</span>&#160;        std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03872"></a><span class="lineno"> 3872</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03873"></a><span class="lineno"> 3873</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot; Warning: Inconsistency of instances when they belong to a cluster&quot;</span> </div><div class="line"><a name="l03874"></a><span class="lineno"> 3874</span>&#160;                  &lt;&lt; std::endl;</div><div class="line"><a name="l03875"></a><span class="lineno"> 3875</span>&#160;      }</div><div class="line"><a name="l03876"></a><span class="lineno"> 3876</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l03877"></a><span class="lineno"> 3877</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03878"></a><span class="lineno"> 3878</span>&#160;    </div><div class="line"><a name="l03879"></a><span class="lineno"> 3879</span>&#160;      <span class="keywordflow">return</span> std::make_pair(<a class="code" href="unsupervised__measures_8hpp.html#a2b678af6e0485eb4b6a1c56ba181d87d">measuare_undefObjetiveFunc</a>(T_METRIC),<span class="keyword">false</span>);</div><div class="line"><a name="l03880"></a><span class="lineno"> 3880</span>&#160;</div><div class="line"><a name="l03881"></a><span class="lineno"> 3881</span>&#160;    }</div><div class="line"><a name="l03882"></a><span class="lineno"> 3882</span>&#160;          </div><div class="line"><a name="l03883"></a><span class="lineno"> 3883</span>&#160;    T_METRIC lrt_instfrequency = func_instfrequency(linst_inter);</div><div class="line"><a name="l03884"></a><span class="lineno"> 3884</span>&#160;    lort_SSE += lT_distMinCentInst * lrt_instfrequency; </div><div class="line"><a name="l03885"></a><span class="lineno"> 3885</span>&#160;    lT_numInstances += lrt_instfrequency;     </div><div class="line"><a name="l03886"></a><span class="lineno"> 3886</span>&#160;    lvectorbool_haveInstClusterK[lcidx_instInClusterJ] =  <span class="keyword">true</span>;</div><div class="line"><a name="l03887"></a><span class="lineno"> 3887</span>&#160;    ++lui_i;</div><div class="line"><a name="l03888"></a><span class="lineno"> 3888</span>&#160;    </div><div class="line"><a name="l03889"></a><span class="lineno"> 3889</span>&#160;  } <span class="comment">/*END FOR*/</span></div><div class="line"><a name="l03890"></a><span class="lineno"> 3890</span>&#160;</div><div class="line"><a name="l03891"></a><span class="lineno"> 3891</span>&#160;  T_CLUSTERIDX  locidx_numClusterNull =</div><div class="line"><a name="l03892"></a><span class="lineno"> 3892</span>&#160;    (T_CLUSTERIDX)</div><div class="line"><a name="l03893"></a><span class="lineno"> 3893</span>&#160;    std::count</div><div class="line"><a name="l03894"></a><span class="lineno"> 3894</span>&#160;    (lvectorbool_haveInstClusterK.begin(),</div><div class="line"><a name="l03895"></a><span class="lineno"> 3895</span>&#160;     lvectorbool_haveInstClusterK.end(),</div><div class="line"><a name="l03896"></a><span class="lineno"> 3896</span>&#160;     <span class="keyword">false</span>);</div><div class="line"><a name="l03897"></a><span class="lineno"> 3897</span>&#160;  </div><div class="line"><a name="l03898"></a><span class="lineno"> 3898</span>&#160;  lort_SSE = ( lT_numInstances &gt; 0 )?</div><div class="line"><a name="l03899"></a><span class="lineno"> 3899</span>&#160;    lort_SSE /  (  T_METRIC(lT_numInstances) * T_METRIC(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() ) )</div><div class="line"><a name="l03900"></a><span class="lineno"> 3900</span>&#160;    :<a class="code" href="unsupervised__measures_8hpp.html#ac75125580083992645322315eac624c8">measuare_undefSSE</a>(T_METRIC);</div><div class="line"><a name="l03901"></a><span class="lineno"> 3901</span>&#160;   </div><div class="line"><a name="l03902"></a><span class="lineno"> 3902</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l03903"></a><span class="lineno"> 3903</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l03904"></a><span class="lineno"> 3904</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l03905"></a><span class="lineno"> 3905</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l03906"></a><span class="lineno"> 3906</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; T_METRIC: lort_SSE = &quot;</span> </div><div class="line"><a name="l03907"></a><span class="lineno"> 3907</span>&#160;              &lt;&lt; lort_SSE</div><div class="line"><a name="l03908"></a><span class="lineno"> 3908</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\tT_CLUSTERIDX  locidx_numClusterNull = &quot;</span> </div><div class="line"><a name="l03909"></a><span class="lineno"> 3909</span>&#160;              &lt;&lt; locidx_numClusterNull </div><div class="line"><a name="l03910"></a><span class="lineno"> 3910</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l03911"></a><span class="lineno"> 3911</span>&#160;  }</div><div class="line"><a name="l03912"></a><span class="lineno"> 3912</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l03913"></a><span class="lineno"> 3913</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l03914"></a><span class="lineno"> 3914</span>&#160;    </div><div class="line"><a name="l03915"></a><span class="lineno"> 3915</span>&#160;  <span class="keywordflow">return</span> std::make_pair(lort_SSE,locidx_numClusterNull== T_CLUSTERIDX(0));</div><div class="line"><a name="l03916"></a><span class="lineno"> 3916</span>&#160;  </div><div class="line"><a name="l03917"></a><span class="lineno"> 3917</span>&#160;}</div><div class="line"><a name="l03918"></a><span class="lineno"> 3918</span>&#160;</div><div class="line"><a name="l03919"></a><span class="lineno"> 3919</span>&#160;</div><div class="line"><a name="l03929"></a><span class="lineno"> 3929</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03930"></a><span class="lineno"> 3930</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K,</div><div class="line"><a name="l03931"></a><span class="lineno"> 3931</span>&#160;           <span class="keyword">typename</span> T_METRIC</div><div class="line"><a name="l03932"></a><span class="lineno"> 3932</span>&#160;           &gt;</div><div class="line"><a name="l03933"></a><span class="lineno"> 3933</span>&#160;T_METRIC       </div><div class="line"><a name="l03934"></a><span class="lineno"> 3934</span>&#160;<a class="code" href="namespaceum.html#a4fe497f33b0e77e7979f2de3ec4c35e3">distortion</a></div><div class="line"><a name="l03935"></a><span class="lineno"><a class="line" href="namespaceum.html#ab801066e916692e30aeb8f1c8742e25b"> 3935</a></span>&#160;(T_FEATURE                            *aiarrayt_centroid1,</div><div class="line"><a name="l03936"></a><span class="lineno"> 3936</span>&#160; T_INSTANCES_CLUSTER_K                aiit_numInstClusterK1,</div><div class="line"><a name="l03937"></a><span class="lineno"> 3937</span>&#160; T_FEATURE                            *aiarrayt_centroid2,</div><div class="line"><a name="l03938"></a><span class="lineno"> 3938</span>&#160; T_INSTANCES_CLUSTER_K                aiit_numInstClusterK2,</div><div class="line"><a name="l03939"></a><span class="lineno"> 3939</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l03940"></a><span class="lineno"> 3940</span>&#160; )</div><div class="line"><a name="l03941"></a><span class="lineno"> 3941</span>&#160;{</div><div class="line"><a name="l03942"></a><span class="lineno"> 3942</span>&#160;  T_METRIC lrt_distCjCi;</div><div class="line"><a name="l03943"></a><span class="lineno"> 3943</span>&#160;  T_METRIC lrt_factor;</div><div class="line"><a name="l03944"></a><span class="lineno"> 3944</span>&#160;  </div><div class="line"><a name="l03945"></a><span class="lineno"> 3945</span>&#160;  <span class="keywordflow">if</span> ( aiit_numInstClusterK1 == 0 || aiit_numInstClusterK2 == 0 ) {</div><div class="line"><a name="l03946"></a><span class="lineno"> 3946</span>&#160;    lrt_distCjCi = 0.0;</div><div class="line"><a name="l03947"></a><span class="lineno"> 3947</span>&#160;  }</div><div class="line"><a name="l03948"></a><span class="lineno"> 3948</span>&#160;  <span class="keywordflow">else</span> {</div><div class="line"><a name="l03949"></a><span class="lineno"> 3949</span>&#160;    lrt_distCjCi = </div><div class="line"><a name="l03950"></a><span class="lineno"> 3950</span>&#160;      aifunc2p_dist</div><div class="line"><a name="l03951"></a><span class="lineno"> 3951</span>&#160;      (aiarrayt_centroid1,</div><div class="line"><a name="l03952"></a><span class="lineno"> 3952</span>&#160;       aiarrayt_centroid2,</div><div class="line"><a name="l03953"></a><span class="lineno"> 3953</span>&#160;       <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() </div><div class="line"><a name="l03954"></a><span class="lineno"> 3954</span>&#160;       );</div><div class="line"><a name="l03955"></a><span class="lineno"> 3955</span>&#160;    lrt_factor  = T_METRIC(aiit_numInstClusterK1 * aiit_numInstClusterK2);</div><div class="line"><a name="l03956"></a><span class="lineno"> 3956</span>&#160;    lrt_factor /=  T_METRIC(aiit_numInstClusterK1 + aiit_numInstClusterK2);</div><div class="line"><a name="l03957"></a><span class="lineno"> 3957</span>&#160;    lrt_distCjCi *= lrt_factor; </div><div class="line"><a name="l03958"></a><span class="lineno"> 3958</span>&#160;  }</div><div class="line"><a name="l03959"></a><span class="lineno"> 3959</span>&#160;  </div><div class="line"><a name="l03960"></a><span class="lineno"> 3960</span>&#160;  <span class="keywordflow">return</span> lrt_distCjCi;</div><div class="line"><a name="l03961"></a><span class="lineno"> 3961</span>&#160;  </div><div class="line"><a name="l03962"></a><span class="lineno"> 3962</span>&#160;}</div><div class="line"><a name="l03963"></a><span class="lineno"> 3963</span>&#160;  </div><div class="line"><a name="l03993"></a><span class="lineno"> 3993</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l03994"></a><span class="lineno"> 3994</span>&#160;           <span class="keyword">typename</span> T_METRIC, </div><div class="line"><a name="l03995"></a><span class="lineno"> 3995</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l03996"></a><span class="lineno"> 3996</span>&#160;           <span class="keyword">typename</span> T_BITSIZE</div><div class="line"><a name="l03997"></a><span class="lineno"> 3997</span>&#160;           &gt;</div><div class="line"><a name="l03998"></a><span class="lineno"> 3998</span>&#160;T_METRIC</div><div class="line"><a name="l03999"></a><span class="lineno"> 3999</span>&#160;<a class="code" href="namespaceum.html#ae9a204f8668a92063c9d5446a3ca9186">j1</a></div><div class="line"><a name="l04000"></a><span class="lineno"><a class="line" href="namespaceum.html#ae9a204f8668a92063c9d5446a3ca9186"> 4000</a></span>&#160;(<a class="code" href="classmat_1_1_bit_matrix.html">mat::BitMatrix&lt;T_BITSIZE&gt;</a>      &amp;aicrispmatrix_partition, </div><div class="line"><a name="l04001"></a><span class="lineno"> 4001</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>      &amp;aimatrixt_centroids,</div><div class="line"><a name="l04002"></a><span class="lineno"> 4002</span>&#160; INPUT_ITERATOR                 aiiterator_instfirst,</div><div class="line"><a name="l04003"></a><span class="lineno"> 4003</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR           aiiterator_instlast,</div><div class="line"><a name="l04004"></a><span class="lineno"> 4004</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l04005"></a><span class="lineno"> 4005</span>&#160; )</div><div class="line"><a name="l04006"></a><span class="lineno"> 4006</span>&#160;{</div><div class="line"><a name="l04007"></a><span class="lineno"> 4007</span>&#160;  T_METRIC loT_J1;</div><div class="line"><a name="l04008"></a><span class="lineno"> 4008</span>&#160;</div><div class="line"><a name="l04009"></a><span class="lineno"> 4009</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04010"></a><span class="lineno"> 4010</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::j1&quot;</span>;</div><div class="line"><a name="l04011"></a><span class="lineno"> 4011</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l04012"></a><span class="lineno"> 4012</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04013"></a><span class="lineno"> 4013</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l04014"></a><span class="lineno"> 4014</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l04015"></a><span class="lineno"> 4015</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(input  mat::BitMatrix&lt;T_BITSIZE&gt;: aicrispmatrix_partition[&quot;</span> &lt;&lt; &amp;aicrispmatrix_partition &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04016"></a><span class="lineno"> 4016</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t(input  mat::MatrixRow&lt;T_FEATURE&gt;: aimatrixt_centroids[&quot;</span></div><div class="line"><a name="l04017"></a><span class="lineno"> 4017</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04018"></a><span class="lineno"> 4018</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input aiiterator_instfirst[&quot;</span> &lt;&lt; &amp;aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04019"></a><span class="lineno"> 4019</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input aiiterator_instlast[&quot;</span> &lt;&lt; &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04020"></a><span class="lineno"> 4020</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)\n&quot;</span>;</div><div class="line"><a name="l04021"></a><span class="lineno"> 4021</span>&#160;  }</div><div class="line"><a name="l04022"></a><span class="lineno"> 4022</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l04023"></a><span class="lineno"> 4023</span>&#160;</div><div class="line"><a name="l04024"></a><span class="lineno"> 4024</span>&#160;  loT_J1 = T_METRIC(0);</div><div class="line"><a name="l04025"></a><span class="lineno"> 4025</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l04026"></a><span class="lineno"> 4026</span>&#160;       aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l04027"></a><span class="lineno"> 4027</span>&#160;       ++aiiterator_instfirst, lui_i++)</div><div class="line"><a name="l04028"></a><span class="lineno"> 4028</span>&#160;    {</div><div class="line"><a name="l04029"></a><span class="lineno"> 4029</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l04030"></a><span class="lineno"> 4030</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l04031"></a><span class="lineno"> 4031</span>&#160;        <span class="keywordflow">if</span> ( aicrispmatrix_partition(lui_j,lui_i) ) {</div><div class="line"><a name="l04032"></a><span class="lineno"> 4032</span>&#160;          T_FEATURE* lmatrowt_centroid = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j);</div><div class="line"><a name="l04033"></a><span class="lineno"> 4033</span>&#160;          loT_J1 += </div><div class="line"><a name="l04034"></a><span class="lineno"> 4034</span>&#160;            aifunc2p_dist</div><div class="line"><a name="l04035"></a><span class="lineno"> 4035</span>&#160;            (lmatrowt_centroid,</div><div class="line"><a name="l04036"></a><span class="lineno"> 4036</span>&#160;             linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l04037"></a><span class="lineno"> 4037</span>&#160;             <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()</div><div class="line"><a name="l04038"></a><span class="lineno"> 4038</span>&#160;             );</div><div class="line"><a name="l04039"></a><span class="lineno"> 4039</span>&#160;        }</div><div class="line"><a name="l04040"></a><span class="lineno"> 4040</span>&#160;      }</div><div class="line"><a name="l04041"></a><span class="lineno"> 4041</span>&#160;    }</div><div class="line"><a name="l04042"></a><span class="lineno"> 4042</span>&#160;</div><div class="line"><a name="l04043"></a><span class="lineno"> 4043</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04044"></a><span class="lineno"> 4044</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04045"></a><span class="lineno"> 4045</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l04046"></a><span class="lineno"> 4046</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;) J1 =  &quot;</span> &lt;&lt; loT_J1</div><div class="line"><a name="l04047"></a><span class="lineno"> 4047</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04048"></a><span class="lineno"> 4048</span>&#160;  }</div><div class="line"><a name="l04049"></a><span class="lineno"> 4049</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l04050"></a><span class="lineno"> 4050</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l04051"></a><span class="lineno"> 4051</span>&#160; </div><div class="line"><a name="l04052"></a><span class="lineno"> 4052</span>&#160;  <span class="keywordflow">return</span> loT_J1;</div><div class="line"><a name="l04053"></a><span class="lineno"> 4053</span>&#160;}</div><div class="line"><a name="l04054"></a><span class="lineno"> 4054</span>&#160;</div><div class="line"><a name="l04055"></a><span class="lineno"> 4055</span>&#160;</div><div class="line"><a name="l04074"></a><span class="lineno"> 4074</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l04075"></a><span class="lineno"> 4075</span>&#160;           <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l04076"></a><span class="lineno"> 4076</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l04077"></a><span class="lineno"> 4077</span>&#160;           &gt;</div><div class="line"><a name="l04078"></a><span class="lineno"> 4078</span>&#160;T_METRIC </div><div class="line"><a name="l04079"></a><span class="lineno"> 4079</span>&#160;<a class="code" href="namespaceum.html#af6c827889147fec6e2a1d0b55eac10dd">jm</a></div><div class="line"><a name="l04080"></a><span class="lineno"><a class="line" href="namespaceum.html#af6c827889147fec6e2a1d0b55eac10dd"> 4080</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_METRIC&gt;</a>         &amp;aimatrixt_u,</div><div class="line"><a name="l04081"></a><span class="lineno"> 4081</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>        &amp;aimatrixt_centroids,</div><div class="line"><a name="l04082"></a><span class="lineno"> 4082</span>&#160; INPUT_ITERATOR                   aiiterator_instfirst,</div><div class="line"><a name="l04083"></a><span class="lineno"> 4083</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR             aiiterator_instlast,</div><div class="line"><a name="l04084"></a><span class="lineno"> 4084</span>&#160; T_METRIC                         aif_m,</div><div class="line"><a name="l04085"></a><span class="lineno"> 4085</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>   &amp;aifunc2p_dist</div><div class="line"><a name="l04086"></a><span class="lineno"> 4086</span>&#160; )</div><div class="line"><a name="l04087"></a><span class="lineno"> 4087</span>&#160;{</div><div class="line"><a name="l04088"></a><span class="lineno"> 4088</span>&#160;  T_METRIC  lort_Jm;</div><div class="line"><a name="l04089"></a><span class="lineno"> 4089</span>&#160;  T_METRIC  lrt_dist;</div><div class="line"><a name="l04090"></a><span class="lineno"> 4090</span>&#160;  </div><div class="line"><a name="l04091"></a><span class="lineno"> 4091</span>&#160;  lort_Jm = T_METRIC(0);</div><div class="line"><a name="l04092"></a><span class="lineno"> 4092</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l04093"></a><span class="lineno"> 4093</span>&#160;       aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l04094"></a><span class="lineno"> 4094</span>&#160;       ++aiiterator_instfirst, lui_i++)</div><div class="line"><a name="l04095"></a><span class="lineno"> 4095</span>&#160;    {</div><div class="line"><a name="l04096"></a><span class="lineno"> 4096</span>&#160;      <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l04097"></a><span class="lineno"> 4097</span>&#160;   </div><div class="line"><a name="l04098"></a><span class="lineno"> 4098</span>&#160;      <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l04099"></a><span class="lineno"> 4099</span>&#160;        T_FEATURE* lmatrowt_centroid = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j);</div><div class="line"><a name="l04100"></a><span class="lineno"> 4100</span>&#160;        lrt_dist = </div><div class="line"><a name="l04101"></a><span class="lineno"> 4101</span>&#160;          aifunc2p_dist</div><div class="line"><a name="l04102"></a><span class="lineno"> 4102</span>&#160;          (lmatrowt_centroid,</div><div class="line"><a name="l04103"></a><span class="lineno"> 4103</span>&#160;           linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l04104"></a><span class="lineno"> 4104</span>&#160;           <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() </div><div class="line"><a name="l04105"></a><span class="lineno"> 4105</span>&#160;           );</div><div class="line"><a name="l04106"></a><span class="lineno"> 4106</span>&#160;        lort_Jm  +=  std::pow(aimatrixt_u(lui_j, lui_i), aif_m) * lrt_dist;</div><div class="line"><a name="l04107"></a><span class="lineno"> 4107</span>&#160;      }</div><div class="line"><a name="l04108"></a><span class="lineno"> 4108</span>&#160;    }</div><div class="line"><a name="l04109"></a><span class="lineno"> 4109</span>&#160;  <span class="keywordflow">return</span> lort_Jm;</div><div class="line"><a name="l04110"></a><span class="lineno"> 4110</span>&#160;}</div><div class="line"><a name="l04111"></a><span class="lineno"> 4111</span>&#160;</div><div class="line"><a name="l04112"></a><span class="lineno"> 4112</span>&#160;</div><div class="line"><a name="l04126"></a><span class="lineno"> 4126</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l04127"></a><span class="lineno"> 4127</span>&#160;          <span class="keyword">typename</span> T_CLUSTERIDX</div><div class="line"><a name="l04128"></a><span class="lineno"> 4128</span>&#160;          &gt;</div><div class="line"><a name="l04129"></a><span class="lineno"> 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class="lineno"> 4134</span>&#160; ) </div><div class="line"><a name="l04135"></a><span class="lineno"> 4135</span>&#160;{</div><div class="line"><a name="l04136"></a><span class="lineno"> 4136</span>&#160;  T_METRIC lort_SSE;</div><div class="line"><a name="l04137"></a><span class="lineno"> 4137</span>&#160;  T_METRIC lrt_distMinMedoidsInst;</div><div class="line"><a name="l04138"></a><span class="lineno"> 4138</span>&#160;   </div><div class="line"><a name="l04139"></a><span class="lineno"> 4139</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04140"></a><span class="lineno"> 4140</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l04141"></a><span class="lineno"> 4141</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04142"></a><span class="lineno"> 4142</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::SSEMedoid:  IN&quot;</span></div><div class="line"><a name="l04143"></a><span class="lineno"> 4143</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04144"></a><span class="lineno"> 4144</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input  uintidx: *aiarrayidxinst_medoids[&quot;</span> </div><div class="line"><a name="l04145"></a><span class="lineno"> 4145</span>&#160;              &lt;&lt;  aiarrayidxinst_medoids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04146"></a><span class="lineno"> 4146</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  T_CLUSTERIDX: aicidx_numClustersK = &quot;</span> </div><div class="line"><a name="l04147"></a><span class="lineno"> 4147</span>&#160;              &lt;&lt;  aicidx_numClustersK &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l04148"></a><span class="lineno"> 4148</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  mat::MatrixTriang&lt;T_METRIC&gt;: aimatrixtriagt_dissimilarity[&quot;</span> </div><div class="line"><a name="l04149"></a><span class="lineno"> 4149</span>&#160;              &lt;&lt; &amp;aimatrixtriagt_dissimilarity &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04150"></a><span class="lineno"> 4150</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t)&quot;</span></div><div class="line"><a name="l04151"></a><span class="lineno"> 4151</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04152"></a><span class="lineno"> 4152</span>&#160;  }</div><div class="line"><a name="l04153"></a><span class="lineno"> 4153</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l04154"></a><span class="lineno"> 4154</span>&#160;</div><div class="line"><a name="l04155"></a><span class="lineno"> 4155</span>&#160;  lort_SSE = T_METRIC(0);</div><div class="line"><a name="l04156"></a><span class="lineno"> 4156</span>&#160;  <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0; lui_i &lt; aimatrixtriagt_dissimilarity.<a class="code" href="classmat_1_1_matrix_triang.html#ae8e385b7959c85519692bdee1d4c3aed">getNumRows</a>(); lui_i++) {</div><div class="line"><a name="l04157"></a><span class="lineno"> 4157</span>&#160;    <a class="code" href="namespacenearest.html#a3c4239101cf18ab4ca62e654a4179995">nearest::medoidsNN</a></div><div class="line"><a name="l04158"></a><span class="lineno"> 4158</span>&#160;      (lrt_distMinMedoidsInst,</div><div class="line"><a name="l04159"></a><span class="lineno"> 4159</span>&#160;       lui_i,</div><div class="line"><a name="l04160"></a><span class="lineno"> 4160</span>&#160;       aiarrayidxinst_medoids,</div><div class="line"><a name="l04161"></a><span class="lineno"> 4161</span>&#160;       aicidx_numClustersK,</div><div class="line"><a name="l04162"></a><span class="lineno"> 4162</span>&#160;       aimatrixtriagt_dissimilarity</div><div class="line"><a name="l04163"></a><span class="lineno"> 4163</span>&#160;       );</div><div class="line"><a name="l04164"></a><span class="lineno"> 4164</span>&#160;  </div><div class="line"><a name="l04165"></a><span class="lineno"> 4165</span>&#160;    lort_SSE += (T_METRIC) lrt_distMinMedoidsInst;</div><div class="line"><a name="l04166"></a><span class="lineno"> 4166</span>&#160;  }</div><div class="line"><a name="l04167"></a><span class="lineno"> 4167</span>&#160;</div><div class="line"><a name="l04168"></a><span class="lineno"> 4168</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04169"></a><span class="lineno"> 4169</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04170"></a><span class="lineno"> 4170</span>&#160;    std::cout &lt;&lt; <span class="stringliteral">&quot;um::SSEMedoid: OUT&quot;</span></div><div class="line"><a name="l04171"></a><span class="lineno"> 4171</span>&#160;              &lt;&lt; <span class="charliteral">&#39;(&#39;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04172"></a><span class="lineno"> 4172</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\noutput  T_METRIC:  lort_SSE = &quot;</span> &lt;&lt; lort_SSE </div><div class="line"><a name="l04173"></a><span class="lineno"> 4173</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04174"></a><span class="lineno"> 4174</span>&#160;  }</div><div class="line"><a name="l04175"></a><span class="lineno"> 4175</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l04176"></a><span class="lineno"> 4176</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l04177"></a><span class="lineno"> 4177</span>&#160;</div><div class="line"><a name="l04178"></a><span class="lineno"> 4178</span>&#160;  <span class="keywordflow">return</span> lort_SSE;  </div><div class="line"><a name="l04179"></a><span class="lineno"> 4179</span>&#160;}</div><div class="line"><a name="l04180"></a><span class="lineno"> 4180</span>&#160;</div><div class="line"><a name="l04181"></a><span class="lineno"> 4181</span>&#160;</div><div class="line"><a name="l04216"></a><span class="lineno"> 4216</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l04217"></a><span class="lineno"> 4217</span>&#160;           <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l04218"></a><span class="lineno"> 4218</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l04219"></a><span class="lineno"> 4219</span>&#160;           &gt;</div><div class="line"><a name="l04220"></a><span class="lineno"> 4220</span>&#160;T_METRIC </div><div class="line"><a name="l04221"></a><span class="lineno"> 4221</span>&#160;<a class="code" href="namespaceum.html#aadd2b2ab931040fc9f03f87e5f3bfc42">indexI</a></div><div class="line"><a name="l04222"></a><span class="lineno"><a class="line" href="namespaceum.html#aadd2b2ab931040fc9f03f87e5f3bfc42"> 4222</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_METRIC&gt;</a>         &amp;aimatrixt_u,</div><div class="line"><a name="l04223"></a><span class="lineno"> 4223</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>        &amp;aimatrixt_centroids,</div><div class="line"><a name="l04224"></a><span class="lineno"> 4224</span>&#160; INPUT_ITERATOR                   aiiterator_instfirst,</div><div class="line"><a name="l04225"></a><span class="lineno"> 4225</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR             aiiterator_instlast,</div><div class="line"><a name="l04226"></a><span class="lineno"> 4226</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>   &amp;aifunc2p_dist,</div><div class="line"><a name="l04227"></a><span class="lineno"> 4227</span>&#160; <span class="keyword">const</span> T_METRIC                   airt_p = 2.0</div><div class="line"><a name="l04228"></a><span class="lineno"> 4228</span>&#160; )</div><div class="line"><a name="l04229"></a><span class="lineno"> 4229</span>&#160;{</div><div class="line"><a name="l04230"></a><span class="lineno"> 4230</span>&#160;<span class="keyword">static</span> T_METRIC lmetric_e1;</div><div class="line"><a name="l04231"></a><span class="lineno"> 4231</span>&#160; </div><div class="line"><a name="l04232"></a><span class="lineno"> 4232</span>&#160;  <span class="keyword">static</span> <a class="code" href="structutils_1_1_run_once.html">utils::RunOnce</a> runOnce ([&amp;]() {</div><div class="line"><a name="l04233"></a><span class="lineno"> 4233</span>&#160;</div><div class="line"><a name="l04234"></a><span class="lineno"> 4234</span>&#160;      <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = </div><div class="line"><a name="l04235"></a><span class="lineno"> 4235</span>&#160;        <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l04236"></a><span class="lineno"> 4236</span>&#160;      </div><div class="line"><a name="l04237"></a><span class="lineno"> 4237</span>&#160;      T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l04238"></a><span class="lineno"> 4238</span>&#160;        <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04239"></a><span class="lineno"> 4239</span>&#160;      </div><div class="line"><a name="l04240"></a><span class="lineno"> 4240</span>&#160;      decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04241"></a><span class="lineno"> 4241</span>&#160;        *larray_sumFeatureTmp =</div><div class="line"><a name="l04242"></a><span class="lineno"> 4242</span>&#160;        <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04243"></a><span class="lineno"> 4243</span>&#160;        [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04244"></a><span class="lineno"> 4244</span>&#160;</div><div class="line"><a name="l04245"></a><span class="lineno"> 4245</span>&#160;      <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l04246"></a><span class="lineno"> 4246</span>&#160;        (larray_sumFeatureTmp,</div><div class="line"><a name="l04247"></a><span class="lineno"> 4247</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l04248"></a><span class="lineno"> 4248</span>&#160;         aiiterator_instlast,</div><div class="line"><a name="l04249"></a><span class="lineno"> 4249</span>&#160;         T_FEATURE(0)</div><div class="line"><a name="l04250"></a><span class="lineno"> 4250</span>&#160;         );</div><div class="line"><a name="l04251"></a><span class="lineno"> 4251</span>&#160;  </div><div class="line"><a name="l04252"></a><span class="lineno"> 4252</span>&#160;      <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l04253"></a><span class="lineno"> 4253</span>&#160;        (larray_centroid1,</div><div class="line"><a name="l04254"></a><span class="lineno"> 4254</span>&#160;         lui_numInstances,</div><div class="line"><a name="l04255"></a><span class="lineno"> 4255</span>&#160;         larray_sumFeatureTmp</div><div class="line"><a name="l04256"></a><span class="lineno"> 4256</span>&#160;         );</div><div class="line"><a name="l04257"></a><span class="lineno"> 4257</span>&#160;</div><div class="line"><a name="l04258"></a><span class="lineno"> 4258</span>&#160;      lmetric_e1 =</div><div class="line"><a name="l04259"></a><span class="lineno"> 4259</span>&#160;        <a class="code" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">e1</a></div><div class="line"><a name="l04260"></a><span class="lineno"> 4260</span>&#160;        (larray_centroid1,</div><div class="line"><a name="l04261"></a><span class="lineno"> 4261</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l04262"></a><span class="lineno"> 4262</span>&#160;         aiiterator_instlast,</div><div class="line"><a name="l04263"></a><span class="lineno"> 4263</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l04264"></a><span class="lineno"> 4264</span>&#160;         );</div><div class="line"><a name="l04265"></a><span class="lineno"> 4265</span>&#160;</div><div class="line"><a name="l04266"></a><span class="lineno"> 4266</span>&#160;      <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l04267"></a><span class="lineno"> 4267</span>&#160;      <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l04268"></a><span class="lineno"> 4268</span>&#160;    }</div><div class="line"><a name="l04269"></a><span class="lineno"> 4269</span>&#160;    );</div><div class="line"><a name="l04270"></a><span class="lineno"> 4270</span>&#160;  </div><div class="line"><a name="l04271"></a><span class="lineno"> 4271</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04272"></a><span class="lineno"> 4272</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::IndexI&quot;</span>;</div><div class="line"><a name="l04273"></a><span class="lineno"> 4273</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l04274"></a><span class="lineno"> 4274</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04275"></a><span class="lineno"> 4275</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l04276"></a><span class="lineno"> 4276</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04277"></a><span class="lineno"> 4277</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_METRIC&gt;&quot;</span></div><div class="line"><a name="l04278"></a><span class="lineno"> 4278</span>&#160;              &lt;&lt; &amp;aimatrixt_u &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04279"></a><span class="lineno"> 4279</span>&#160;              &lt;&lt; aimatrixt_u &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l04280"></a><span class="lineno"> 4280</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l04281"></a><span class="lineno"> 4281</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04282"></a><span class="lineno"> 4282</span>&#160;              &lt;&lt; aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span></div><div class="line"><a name="l04283"></a><span class="lineno"> 4283</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l04284"></a><span class="lineno"> 4284</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l04285"></a><span class="lineno"> 4285</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l04286"></a><span class="lineno"> 4286</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04287"></a><span class="lineno"> 4287</span>&#160;  }</div><div class="line"><a name="l04288"></a><span class="lineno"> 4288</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04289"></a><span class="lineno"> 4289</span>&#160;</div><div class="line"><a name="l04290"></a><span class="lineno"> 4290</span>&#160;  T_METRIC lometric_indexI = <a class="code" href="unsupervised__measures_8hpp.html#aa88191fb36f16d5764240560b2c3c873">measuare_undefIndexI</a>(T_METRIC);</div><div class="line"><a name="l04291"></a><span class="lineno"> 4291</span>&#160;  T_METRIC lmetric_ek = T_METRIC(0);</div><div class="line"><a name="l04292"></a><span class="lineno"> 4292</span>&#160;  T_METRIC lmetric_dk = T_METRIC(-1);</div><div class="line"><a name="l04293"></a><span class="lineno"> 4293</span>&#160;</div><div class="line"><a name="l04294"></a><span class="lineno"> 4294</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 0 ) {</div><div class="line"><a name="l04295"></a><span class="lineno"> 4295</span>&#160;</div><div class="line"><a name="l04296"></a><span class="lineno"> 4296</span>&#160;       </div><div class="line"><a name="l04297"></a><span class="lineno"> 4297</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l04298"></a><span class="lineno"> 4298</span>&#160;         aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l04299"></a><span class="lineno"> 4299</span>&#160;         ++aiiterator_instfirst, lui_i++)</div><div class="line"><a name="l04300"></a><span class="lineno"> 4300</span>&#160;      {</div><div class="line"><a name="l04301"></a><span class="lineno"> 4301</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  </div><div class="line"><a name="l04302"></a><span class="lineno"> 4302</span>&#160;          (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l04303"></a><span class="lineno"> 4303</span>&#160;   </div><div class="line"><a name="l04304"></a><span class="lineno"> 4304</span>&#160;        <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l04305"></a><span class="lineno"> 4305</span>&#160;          T_FEATURE* lmatrowt_centroid = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j);</div><div class="line"><a name="l04306"></a><span class="lineno"> 4306</span>&#160;          T_METRIC  lrt_dist = </div><div class="line"><a name="l04307"></a><span class="lineno"> 4307</span>&#160;            aifunc2p_dist</div><div class="line"><a name="l04308"></a><span class="lineno"> 4308</span>&#160;            (lmatrowt_centroid,</div><div class="line"><a name="l04309"></a><span class="lineno"> 4309</span>&#160;             linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l04310"></a><span class="lineno"> 4310</span>&#160;             <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() </div><div class="line"><a name="l04311"></a><span class="lineno"> 4311</span>&#160;             );</div><div class="line"><a name="l04312"></a><span class="lineno"> 4312</span>&#160;                 </div><div class="line"><a name="l04313"></a><span class="lineno"> 4313</span>&#160;          lmetric_ek  += aimatrixt_u(lui_j, lui_i) * lrt_dist;</div><div class="line"><a name="l04314"></a><span class="lineno"> 4314</span>&#160;          </div><div class="line"><a name="l04315"></a><span class="lineno"> 4315</span>&#160;        }</div><div class="line"><a name="l04316"></a><span class="lineno"> 4316</span>&#160;      } <span class="comment">//End for</span></div><div class="line"><a name="l04317"></a><span class="lineno"> 4317</span>&#160;</div><div class="line"><a name="l04318"></a><span class="lineno"> 4318</span>&#160;      lmetric_dk =</div><div class="line"><a name="l04319"></a><span class="lineno"> 4319</span>&#160;      <a class="code" href="namespaceum.html#a62470812baa18b85111f619b35a012c8">maxDistCjCjp</a></div><div class="line"><a name="l04320"></a><span class="lineno"> 4320</span>&#160;      (aimatrixt_centroids,         </div><div class="line"><a name="l04321"></a><span class="lineno"> 4321</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04322"></a><span class="lineno"> 4322</span>&#160;       );</div><div class="line"><a name="l04323"></a><span class="lineno"> 4323</span>&#160;      </div><div class="line"><a name="l04324"></a><span class="lineno"> 4324</span>&#160;    lometric_indexI = (( lmetric_e1 / lmetric_ek ) *  lmetric_dk )</div><div class="line"><a name="l04325"></a><span class="lineno"> 4325</span>&#160;      / T_METRIC(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l04326"></a><span class="lineno"> 4326</span>&#160;  </div><div class="line"><a name="l04327"></a><span class="lineno"> 4327</span>&#160;    lometric_indexI = std::pow(lometric_indexI,airt_p); </div><div class="line"><a name="l04328"></a><span class="lineno"> 4328</span>&#160;</div><div class="line"><a name="l04329"></a><span class="lineno"> 4329</span>&#160;  }</div><div class="line"><a name="l04330"></a><span class="lineno"> 4330</span>&#160;  </div><div class="line"><a name="l04331"></a><span class="lineno"> 4331</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04332"></a><span class="lineno"> 4332</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04333"></a><span class="lineno"> 4333</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l04334"></a><span class="lineno"> 4334</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04335"></a><span class="lineno"> 4335</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lmetric_e1 &quot;</span> &lt;&lt; lmetric_e1</div><div class="line"><a name="l04336"></a><span class="lineno"> 4336</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lmetric_ek &quot;</span> &lt;&lt; lmetric_ek</div><div class="line"><a name="l04337"></a><span class="lineno"> 4337</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lmetric_dk &quot;</span> &lt;&lt; lmetric_dk</div><div class="line"><a name="l04338"></a><span class="lineno"> 4338</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_indexI = &quot;</span> &lt;&lt; lometric_indexI </div><div class="line"><a name="l04339"></a><span class="lineno"> 4339</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04340"></a><span class="lineno"> 4340</span>&#160;  }</div><div class="line"><a name="l04341"></a><span class="lineno"> 4341</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l04342"></a><span class="lineno"> 4342</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04343"></a><span class="lineno"> 4343</span>&#160;</div><div class="line"><a name="l04344"></a><span class="lineno"> 4344</span>&#160;  <span class="keywordflow">return</span> lometric_indexI;</div><div class="line"><a name="l04345"></a><span class="lineno"> 4345</span>&#160;  </div><div class="line"><a name="l04346"></a><span class="lineno"> 4346</span>&#160;}</div><div class="line"><a name="l04347"></a><span class="lineno"> 4347</span>&#160;</div><div class="line"><a name="l04348"></a><span class="lineno"> 4348</span>&#160;</div><div class="line"><a name="l04381"></a><span class="lineno"> 4381</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l04382"></a><span class="lineno"> 4382</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l04383"></a><span class="lineno"> 4383</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l04384"></a><span class="lineno"> 4384</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l04385"></a><span class="lineno"> 4385</span>&#160;           &gt;</div><div class="line"><a name="l04386"></a><span class="lineno"> 4386</span>&#160;T_METRIC</div><div class="line"><a name="l04387"></a><span class="lineno"> 4387</span>&#160;<a class="code" href="namespaceum.html#aadd2b2ab931040fc9f03f87e5f3bfc42">indexI</a></div><div class="line"><a name="l04388"></a><span class="lineno"><a class="line" href="namespaceum.html#afa50845f07bcd5c00518d77d2d6a702c"> 4388</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l04389"></a><span class="lineno"> 4389</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l04390"></a><span class="lineno"> 4390</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l04391"></a><span class="lineno"> 4391</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l04392"></a><span class="lineno"> 4392</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist,</div><div class="line"><a name="l04393"></a><span class="lineno"> 4393</span>&#160; <span class="keyword">const</span> T_METRIC                        airt_p = 2.0</div><div class="line"><a name="l04394"></a><span class="lineno"> 4394</span>&#160; )</div><div class="line"><a name="l04395"></a><span class="lineno"> 4395</span>&#160;{</div><div class="line"><a name="l04396"></a><span class="lineno"> 4396</span>&#160;</div><div class="line"><a name="l04397"></a><span class="lineno"> 4397</span>&#160;  <span class="keyword">static</span> T_METRIC lmetric_e1;</div><div class="line"><a name="l04398"></a><span class="lineno"> 4398</span>&#160; </div><div class="line"><a name="l04399"></a><span class="lineno"> 4399</span>&#160;  <span class="keyword">static</span> <a class="code" href="structutils_1_1_run_once.html">utils::RunOnce</a> runOnce ([&amp;]() {</div><div class="line"><a name="l04400"></a><span class="lineno"> 4400</span>&#160;</div><div class="line"><a name="l04401"></a><span class="lineno"> 4401</span>&#160;      <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l04402"></a><span class="lineno"> 4402</span>&#160;      </div><div class="line"><a name="l04403"></a><span class="lineno"> 4403</span>&#160;      T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l04404"></a><span class="lineno"> 4404</span>&#160;        <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04405"></a><span class="lineno"> 4405</span>&#160;      </div><div class="line"><a name="l04406"></a><span class="lineno"> 4406</span>&#160;      decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04407"></a><span class="lineno"> 4407</span>&#160;        *larray_sumFeatureTmp =</div><div class="line"><a name="l04408"></a><span class="lineno"> 4408</span>&#160;        <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04409"></a><span class="lineno"> 4409</span>&#160;        [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04410"></a><span class="lineno"> 4410</span>&#160;</div><div class="line"><a name="l04411"></a><span class="lineno"> 4411</span>&#160;      <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l04412"></a><span class="lineno"> 4412</span>&#160;        (larray_sumFeatureTmp,</div><div class="line"><a name="l04413"></a><span class="lineno"> 4413</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l04414"></a><span class="lineno"> 4414</span>&#160;         aiiterator_instlast,</div><div class="line"><a name="l04415"></a><span class="lineno"> 4415</span>&#160;         T_FEATURE(0)</div><div class="line"><a name="l04416"></a><span class="lineno"> 4416</span>&#160;         );</div><div class="line"><a name="l04417"></a><span class="lineno"> 4417</span>&#160;  </div><div class="line"><a name="l04418"></a><span class="lineno"> 4418</span>&#160;      <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l04419"></a><span class="lineno"> 4419</span>&#160;        (larray_centroid1,</div><div class="line"><a name="l04420"></a><span class="lineno"> 4420</span>&#160;         lui_numInstances,</div><div class="line"><a name="l04421"></a><span class="lineno"> 4421</span>&#160;         larray_sumFeatureTmp</div><div class="line"><a name="l04422"></a><span class="lineno"> 4422</span>&#160;         );</div><div class="line"><a name="l04423"></a><span class="lineno"> 4423</span>&#160;</div><div class="line"><a name="l04424"></a><span class="lineno"> 4424</span>&#160;      lmetric_e1 =</div><div class="line"><a name="l04425"></a><span class="lineno"> 4425</span>&#160;        <a class="code" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">e1</a></div><div class="line"><a name="l04426"></a><span class="lineno"> 4426</span>&#160;        (larray_centroid1,</div><div class="line"><a name="l04427"></a><span class="lineno"> 4427</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l04428"></a><span class="lineno"> 4428</span>&#160;         aiiterator_instlast,</div><div class="line"><a name="l04429"></a><span class="lineno"> 4429</span>&#160;         aifunc2p_dist</div><div class="line"><a name="l04430"></a><span class="lineno"> 4430</span>&#160;         );</div><div class="line"><a name="l04431"></a><span class="lineno"> 4431</span>&#160;</div><div class="line"><a name="l04432"></a><span class="lineno"> 4432</span>&#160;      <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l04433"></a><span class="lineno"> 4433</span>&#160;      <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l04434"></a><span class="lineno"> 4434</span>&#160;    }</div><div class="line"><a name="l04435"></a><span class="lineno"> 4435</span>&#160;    );</div><div class="line"><a name="l04436"></a><span class="lineno"> 4436</span>&#160;  </div><div class="line"><a name="l04437"></a><span class="lineno"> 4437</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04438"></a><span class="lineno"> 4438</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::IndexI&quot;</span>;</div><div class="line"><a name="l04439"></a><span class="lineno"> 4439</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l04440"></a><span class="lineno"> 4440</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04441"></a><span class="lineno"> 4441</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l04442"></a><span class="lineno"> 4442</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04443"></a><span class="lineno"> 4443</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l04444"></a><span class="lineno"> 4444</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04445"></a><span class="lineno"> 4445</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l04446"></a><span class="lineno"> 4446</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04447"></a><span class="lineno"> 4447</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l04448"></a><span class="lineno"> 4448</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l04449"></a><span class="lineno"> 4449</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l04450"></a><span class="lineno"> 4450</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04451"></a><span class="lineno"> 4451</span>&#160;  }</div><div class="line"><a name="l04452"></a><span class="lineno"> 4452</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04453"></a><span class="lineno"> 4453</span>&#160;</div><div class="line"><a name="l04454"></a><span class="lineno"> 4454</span>&#160;  T_METRIC lometric_indexI = <a class="code" href="unsupervised__measures_8hpp.html#aa88191fb36f16d5764240560b2c3c873">measuare_undefIndexI</a>(T_METRIC);</div><div class="line"><a name="l04455"></a><span class="lineno"> 4455</span>&#160;</div><div class="line"><a name="l04456"></a><span class="lineno"> 4456</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 0 ) {</div><div class="line"><a name="l04457"></a><span class="lineno"> 4457</span>&#160;    std::pair&lt;T_METRIC,bool&gt; lpair_ek = </div><div class="line"><a name="l04458"></a><span class="lineno"> 4458</span>&#160;      <a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">SSE</a></div><div class="line"><a name="l04459"></a><span class="lineno"> 4459</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l04460"></a><span class="lineno"> 4460</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l04461"></a><span class="lineno"> 4461</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l04462"></a><span class="lineno"> 4462</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l04463"></a><span class="lineno"> 4463</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04464"></a><span class="lineno"> 4464</span>&#160;       );</div><div class="line"><a name="l04465"></a><span class="lineno"> 4465</span>&#160;</div><div class="line"><a name="l04466"></a><span class="lineno"> 4466</span>&#160;    T_METRIC</div><div class="line"><a name="l04467"></a><span class="lineno"> 4467</span>&#160;      lmetric_dk =</div><div class="line"><a name="l04468"></a><span class="lineno"> 4468</span>&#160;      <a class="code" href="namespaceum.html#a62470812baa18b85111f619b35a012c8">maxDistCjCjp</a></div><div class="line"><a name="l04469"></a><span class="lineno"> 4469</span>&#160;      (aimatrixt_centroids,         </div><div class="line"><a name="l04470"></a><span class="lineno"> 4470</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04471"></a><span class="lineno"> 4471</span>&#160;       );</div><div class="line"><a name="l04472"></a><span class="lineno"> 4472</span>&#160;</div><div class="line"><a name="l04473"></a><span class="lineno"> 4473</span>&#160;    lometric_indexI = (( lmetric_e1 / lpair_ek.first ) *  lmetric_dk )</div><div class="line"><a name="l04474"></a><span class="lineno"> 4474</span>&#160;      / T_METRIC(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l04475"></a><span class="lineno"> 4475</span>&#160;  </div><div class="line"><a name="l04476"></a><span class="lineno"> 4476</span>&#160;    lometric_indexI = std::pow(lometric_indexI,airt_p);</div><div class="line"><a name="l04477"></a><span class="lineno"> 4477</span>&#160;  }</div><div class="line"><a name="l04478"></a><span class="lineno"> 4478</span>&#160;  </div><div class="line"><a name="l04479"></a><span class="lineno"> 4479</span>&#160;          </div><div class="line"><a name="l04480"></a><span class="lineno"> 4480</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04481"></a><span class="lineno"> 4481</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04482"></a><span class="lineno"> 4482</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l04483"></a><span class="lineno"> 4483</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04484"></a><span class="lineno"> 4484</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_indexI = &quot;</span> &lt;&lt; lometric_indexI </div><div class="line"><a name="l04485"></a><span class="lineno"> 4485</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04486"></a><span class="lineno"> 4486</span>&#160;  }</div><div class="line"><a name="l04487"></a><span class="lineno"> 4487</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l04488"></a><span class="lineno"> 4488</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04489"></a><span class="lineno"> 4489</span>&#160;</div><div class="line"><a name="l04490"></a><span class="lineno"> 4490</span>&#160;  <span class="keywordflow">return</span> lometric_indexI;</div><div class="line"><a name="l04491"></a><span class="lineno"> 4491</span>&#160;  </div><div class="line"><a name="l04492"></a><span class="lineno"> 4492</span>&#160;}</div><div class="line"><a name="l04493"></a><span class="lineno"> 4493</span>&#160;</div><div class="line"><a name="l04494"></a><span class="lineno"> 4494</span>&#160;</div><div class="line"><a name="l04529"></a><span class="lineno"> 4529</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l04530"></a><span class="lineno"> 4530</span>&#160;           <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l04531"></a><span class="lineno"> 4531</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l04532"></a><span class="lineno"> 4532</span>&#160;           &gt;</div><div class="line"><a name="l04533"></a><span class="lineno"> 4533</span>&#160;T_METRIC </div><div class="line"><a name="l04534"></a><span class="lineno"> 4534</span>&#160;<a class="code" href="namespaceum.html#a719ad18e4241520afe7b03b7fdaf84cc">indexIreeval</a></div><div class="line"><a name="l04535"></a><span class="lineno"><a class="line" href="namespaceum.html#a719ad18e4241520afe7b03b7fdaf84cc"> 4535</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_METRIC&gt;</a>         &amp;aimatrixt_u,</div><div class="line"><a name="l04536"></a><span class="lineno"> 4536</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>        &amp;aimatrixt_centroids,</div><div class="line"><a name="l04537"></a><span class="lineno"> 4537</span>&#160; INPUT_ITERATOR                   aiiterator_instfirst,</div><div class="line"><a name="l04538"></a><span class="lineno"> 4538</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR             aiiterator_instlast,</div><div class="line"><a name="l04539"></a><span class="lineno"> 4539</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>   &amp;aifunc2p_dist,</div><div class="line"><a name="l04540"></a><span class="lineno"> 4540</span>&#160; <span class="keyword">const</span> T_METRIC                   airt_p = 2.0</div><div class="line"><a name="l04541"></a><span class="lineno"> 4541</span>&#160; )</div><div class="line"><a name="l04542"></a><span class="lineno"> 4542</span>&#160;{</div><div class="line"><a name="l04543"></a><span class="lineno"> 4543</span>&#160;  T_METRIC lmetric_e1;</div><div class="line"><a name="l04544"></a><span class="lineno"> 4544</span>&#160; </div><div class="line"><a name="l04545"></a><span class="lineno"> 4545</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l04546"></a><span class="lineno"> 4546</span>&#160;      </div><div class="line"><a name="l04547"></a><span class="lineno"> 4547</span>&#160;  T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l04548"></a><span class="lineno"> 4548</span>&#160;    <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04549"></a><span class="lineno"> 4549</span>&#160;      </div><div class="line"><a name="l04550"></a><span class="lineno"> 4550</span>&#160;  decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04551"></a><span class="lineno"> 4551</span>&#160;    *larray_sumFeatureTmp =</div><div class="line"><a name="l04552"></a><span class="lineno"> 4552</span>&#160;    <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04553"></a><span class="lineno"> 4553</span>&#160;    [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04554"></a><span class="lineno"> 4554</span>&#160;</div><div class="line"><a name="l04555"></a><span class="lineno"> 4555</span>&#160;  <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l04556"></a><span class="lineno"> 4556</span>&#160;    (larray_sumFeatureTmp,</div><div class="line"><a name="l04557"></a><span class="lineno"> 4557</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l04558"></a><span class="lineno"> 4558</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l04559"></a><span class="lineno"> 4559</span>&#160;     T_FEATURE(0)</div><div class="line"><a name="l04560"></a><span class="lineno"> 4560</span>&#160;     );</div><div class="line"><a name="l04561"></a><span class="lineno"> 4561</span>&#160;  </div><div class="line"><a name="l04562"></a><span class="lineno"> 4562</span>&#160;  <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l04563"></a><span class="lineno"> 4563</span>&#160;    (larray_centroid1,</div><div class="line"><a name="l04564"></a><span class="lineno"> 4564</span>&#160;     lui_numInstances,</div><div class="line"><a name="l04565"></a><span class="lineno"> 4565</span>&#160;     larray_sumFeatureTmp</div><div class="line"><a name="l04566"></a><span class="lineno"> 4566</span>&#160;     );</div><div class="line"><a name="l04567"></a><span class="lineno"> 4567</span>&#160;</div><div class="line"><a name="l04568"></a><span class="lineno"> 4568</span>&#160;  lmetric_e1 =</div><div class="line"><a name="l04569"></a><span class="lineno"> 4569</span>&#160;    <a class="code" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">e1</a></div><div class="line"><a name="l04570"></a><span class="lineno"> 4570</span>&#160;    (larray_centroid1,</div><div class="line"><a name="l04571"></a><span class="lineno"> 4571</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l04572"></a><span class="lineno"> 4572</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l04573"></a><span class="lineno"> 4573</span>&#160;     aifunc2p_dist</div><div class="line"><a name="l04574"></a><span class="lineno"> 4574</span>&#160;     );</div><div class="line"><a name="l04575"></a><span class="lineno"> 4575</span>&#160;</div><div class="line"><a name="l04576"></a><span class="lineno"> 4576</span>&#160;  <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l04577"></a><span class="lineno"> 4577</span>&#160;  <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l04578"></a><span class="lineno"> 4578</span>&#160; </div><div class="line"><a name="l04579"></a><span class="lineno"> 4579</span>&#160;  </div><div class="line"><a name="l04580"></a><span class="lineno"> 4580</span>&#160;  T_METRIC lometric_indexI = <a class="code" href="unsupervised__measures_8hpp.html#aa88191fb36f16d5764240560b2c3c873">measuare_undefIndexI</a>(T_METRIC);</div><div class="line"><a name="l04581"></a><span class="lineno"> 4581</span>&#160;</div><div class="line"><a name="l04582"></a><span class="lineno"> 4582</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 0 ) {</div><div class="line"><a name="l04583"></a><span class="lineno"> 4583</span>&#160;</div><div class="line"><a name="l04584"></a><span class="lineno"> 4584</span>&#160;    T_METRIC lmetric_ek = T_METRIC(0);</div><div class="line"><a name="l04585"></a><span class="lineno"> 4585</span>&#160;    </div><div class="line"><a name="l04586"></a><span class="lineno"> 4586</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l04587"></a><span class="lineno"> 4587</span>&#160;         aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l04588"></a><span class="lineno"> 4588</span>&#160;         ++aiiterator_instfirst, lui_i++)</div><div class="line"><a name="l04589"></a><span class="lineno"> 4589</span>&#160;      {</div><div class="line"><a name="l04590"></a><span class="lineno"> 4590</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l04591"></a><span class="lineno"> 4591</span>&#160;   </div><div class="line"><a name="l04592"></a><span class="lineno"> 4592</span>&#160;        <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l04593"></a><span class="lineno"> 4593</span>&#160;          T_FEATURE* lmatrowt_centroid = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j);</div><div class="line"><a name="l04594"></a><span class="lineno"> 4594</span>&#160;          T_METRIC  lrt_dist = </div><div class="line"><a name="l04595"></a><span class="lineno"> 4595</span>&#160;            aifunc2p_dist</div><div class="line"><a name="l04596"></a><span class="lineno"> 4596</span>&#160;            (lmatrowt_centroid,</div><div class="line"><a name="l04597"></a><span class="lineno"> 4597</span>&#160;             linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l04598"></a><span class="lineno"> 4598</span>&#160;             <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() </div><div class="line"><a name="l04599"></a><span class="lineno"> 4599</span>&#160;             );</div><div class="line"><a name="l04600"></a><span class="lineno"> 4600</span>&#160;          T_METRIC lrt_uji = aimatrixt_u(lui_j, lui_i);</div><div class="line"><a name="l04601"></a><span class="lineno"> 4601</span>&#160;          </div><div class="line"><a name="l04602"></a><span class="lineno"> 4602</span>&#160;          lmetric_ek  += lrt_uji * lrt_dist;</div><div class="line"><a name="l04603"></a><span class="lineno"> 4603</span>&#160;          </div><div class="line"><a name="l04604"></a><span class="lineno"> 4604</span>&#160;        }</div><div class="line"><a name="l04605"></a><span class="lineno"> 4605</span>&#160;      } <span class="comment">//End for</span></div><div class="line"><a name="l04606"></a><span class="lineno"> 4606</span>&#160;</div><div class="line"><a name="l04607"></a><span class="lineno"> 4607</span>&#160;    T_METRIC</div><div class="line"><a name="l04608"></a><span class="lineno"> 4608</span>&#160;      lmetric_dk =</div><div class="line"><a name="l04609"></a><span class="lineno"> 4609</span>&#160;      <a class="code" href="namespaceum.html#a62470812baa18b85111f619b35a012c8">maxDistCjCjp</a></div><div class="line"><a name="l04610"></a><span class="lineno"> 4610</span>&#160;      (aimatrixt_centroids,         </div><div class="line"><a name="l04611"></a><span class="lineno"> 4611</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04612"></a><span class="lineno"> 4612</span>&#160;       );</div><div class="line"><a name="l04613"></a><span class="lineno"> 4613</span>&#160;</div><div class="line"><a name="l04614"></a><span class="lineno"> 4614</span>&#160;    lometric_indexI = (( lmetric_e1 / lmetric_ek ) *  lmetric_dk )</div><div class="line"><a name="l04615"></a><span class="lineno"> 4615</span>&#160;      / T_METRIC(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l04616"></a><span class="lineno"> 4616</span>&#160;  </div><div class="line"><a name="l04617"></a><span class="lineno"> 4617</span>&#160;    lometric_indexI = std::pow(lometric_indexI,airt_p); </div><div class="line"><a name="l04618"></a><span class="lineno"> 4618</span>&#160;</div><div class="line"><a name="l04619"></a><span class="lineno"> 4619</span>&#160;  }</div><div class="line"><a name="l04620"></a><span class="lineno"> 4620</span>&#160;</div><div class="line"><a name="l04621"></a><span class="lineno"> 4621</span>&#160;  <span class="keywordflow">return</span> lometric_indexI;</div><div class="line"><a name="l04622"></a><span class="lineno"> 4622</span>&#160;  </div><div class="line"><a name="l04623"></a><span class="lineno"> 4623</span>&#160;}</div><div class="line"><a name="l04624"></a><span class="lineno"> 4624</span>&#160;</div><div class="line"><a name="l04625"></a><span class="lineno"> 4625</span>&#160;  </div><div class="line"><a name="l04659"></a><span class="lineno"> 4659</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l04660"></a><span class="lineno"> 4660</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l04661"></a><span class="lineno"> 4661</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l04662"></a><span class="lineno"> 4662</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l04663"></a><span class="lineno"> 4663</span>&#160;           &gt;</div><div class="line"><a name="l04664"></a><span class="lineno"> 4664</span>&#160;T_METRIC</div><div class="line"><a name="l04665"></a><span class="lineno"> 4665</span>&#160;<a class="code" href="namespaceum.html#a719ad18e4241520afe7b03b7fdaf84cc">indexIreeval</a></div><div class="line"><a name="l04666"></a><span class="lineno"><a class="line" href="namespaceum.html#af7a7618cacdf1945856e037488f7a91a"> 4666</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>       &amp;aimatrixt_centroids,</div><div class="line"><a name="l04667"></a><span class="lineno"> 4667</span>&#160; INPUT_ITERATOR                        aiiterator_instfirst,</div><div class="line"><a name="l04668"></a><span class="lineno"> 4668</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                  aiiterator_instlast,</div><div class="line"><a name="l04669"></a><span class="lineno"> 4669</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>    &amp;aipartition_clusters,</div><div class="line"><a name="l04670"></a><span class="lineno"> 4670</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>  &amp;aifunc2p_dist,</div><div class="line"><a name="l04671"></a><span class="lineno"> 4671</span>&#160; <span class="keyword">const</span> T_METRIC                        airt_p = 2.0</div><div class="line"><a name="l04672"></a><span class="lineno"> 4672</span>&#160; )</div><div class="line"><a name="l04673"></a><span class="lineno"> 4673</span>&#160;{</div><div class="line"><a name="l04674"></a><span class="lineno"> 4674</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04675"></a><span class="lineno"> 4675</span>&#160;  <span class="keyword">const</span> <span 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class="line"><a name="l04681"></a><span class="lineno"> 4681</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04682"></a><span class="lineno"> 4682</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l04683"></a><span class="lineno"> 4683</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04684"></a><span class="lineno"> 4684</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l04685"></a><span class="lineno"> 4685</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l04686"></a><span class="lineno"> 4686</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l04687"></a><span class="lineno"> 4687</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04688"></a><span class="lineno"> 4688</span>&#160;  }</div><div class="line"><a name="l04689"></a><span class="lineno"> 4689</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04690"></a><span class="lineno"> 4690</span>&#160;</div><div class="line"><a name="l04691"></a><span class="lineno"> 4691</span>&#160;  T_METRIC lmetric_e1;</div><div class="line"><a name="l04692"></a><span class="lineno"> 4692</span>&#160; </div><div class="line"><a name="l04693"></a><span class="lineno"> 4693</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>  lui_numInstances = <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l04694"></a><span class="lineno"> 4694</span>&#160;      </div><div class="line"><a name="l04695"></a><span class="lineno"> 4695</span>&#160;  T_FEATURE *larray_centroid1 =</div><div class="line"><a name="l04696"></a><span class="lineno"> 4696</span>&#160;    <span class="keyword">new</span> T_FEATURE[<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04697"></a><span class="lineno"> 4697</span>&#160;      </div><div class="line"><a name="l04698"></a><span class="lineno"> 4698</span>&#160;  decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04699"></a><span class="lineno"> 4699</span>&#160;    *larray_sumFeatureTmp =</div><div class="line"><a name="l04700"></a><span class="lineno"> 4700</span>&#160;    <span class="keyword">new</span> decltype(<a class="code" href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a>().<a class="code" href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">sum</a>(<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::type</a>()))</div><div class="line"><a name="l04701"></a><span class="lineno"> 4701</span>&#160;    [<a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>()];</div><div class="line"><a name="l04702"></a><span class="lineno"> 4702</span>&#160;</div><div class="line"><a name="l04703"></a><span class="lineno"> 4703</span>&#160;  <a class="code" href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="line"><a name="l04704"></a><span class="lineno"> 4704</span>&#160;    (larray_sumFeatureTmp,</div><div class="line"><a name="l04705"></a><span class="lineno"> 4705</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l04706"></a><span class="lineno"> 4706</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l04707"></a><span class="lineno"> 4707</span>&#160;     T_FEATURE(0)</div><div class="line"><a name="l04708"></a><span class="lineno"> 4708</span>&#160;     );</div><div class="line"><a name="l04709"></a><span class="lineno"> 4709</span>&#160;  </div><div class="line"><a name="l04710"></a><span class="lineno"> 4710</span>&#160;  <a class="code" href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="line"><a name="l04711"></a><span class="lineno"> 4711</span>&#160;    (larray_centroid1,</div><div class="line"><a name="l04712"></a><span class="lineno"> 4712</span>&#160;     lui_numInstances,</div><div class="line"><a name="l04713"></a><span class="lineno"> 4713</span>&#160;     larray_sumFeatureTmp</div><div class="line"><a name="l04714"></a><span class="lineno"> 4714</span>&#160;     );</div><div class="line"><a name="l04715"></a><span class="lineno"> 4715</span>&#160;</div><div class="line"><a name="l04716"></a><span class="lineno"> 4716</span>&#160;  lmetric_e1 =</div><div class="line"><a name="l04717"></a><span class="lineno"> 4717</span>&#160;    <a class="code" href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">e1</a></div><div class="line"><a name="l04718"></a><span class="lineno"> 4718</span>&#160;    (larray_centroid1,</div><div class="line"><a name="l04719"></a><span class="lineno"> 4719</span>&#160;     aiiterator_instfirst,</div><div class="line"><a name="l04720"></a><span class="lineno"> 4720</span>&#160;     aiiterator_instlast,</div><div class="line"><a name="l04721"></a><span class="lineno"> 4721</span>&#160;     aifunc2p_dist</div><div class="line"><a name="l04722"></a><span class="lineno"> 4722</span>&#160;     );</div><div class="line"><a name="l04723"></a><span class="lineno"> 4723</span>&#160;</div><div class="line"><a name="l04724"></a><span class="lineno"> 4724</span>&#160;  <span class="keyword">delete</span> [] larray_sumFeatureTmp;</div><div class="line"><a name="l04725"></a><span class="lineno"> 4725</span>&#160;  <span class="keyword">delete</span> [] larray_centroid1;</div><div class="line"><a name="l04726"></a><span class="lineno"> 4726</span>&#160;   </div><div class="line"><a name="l04727"></a><span class="lineno"> 4727</span>&#160;</div><div class="line"><a name="l04728"></a><span class="lineno"> 4728</span>&#160;</div><div class="line"><a name="l04729"></a><span class="lineno"> 4729</span>&#160;  T_METRIC lometric_indexI = <a class="code" href="unsupervised__measures_8hpp.html#aa88191fb36f16d5764240560b2c3c873">measuare_undefIndexI</a>(T_METRIC);</div><div class="line"><a name="l04730"></a><span class="lineno"> 4730</span>&#160;</div><div class="line"><a name="l04731"></a><span class="lineno"> 4731</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 0 ) {</div><div class="line"><a name="l04732"></a><span class="lineno"> 4732</span>&#160;    std::pair&lt;T_METRIC,bool&gt; lpair_ek = </div><div class="line"><a name="l04733"></a><span class="lineno"> 4733</span>&#160;      <a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">SSE</a></div><div class="line"><a name="l04734"></a><span class="lineno"> 4734</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l04735"></a><span class="lineno"> 4735</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l04736"></a><span class="lineno"> 4736</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l04737"></a><span class="lineno"> 4737</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l04738"></a><span class="lineno"> 4738</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04739"></a><span class="lineno"> 4739</span>&#160;       );</div><div class="line"><a name="l04740"></a><span class="lineno"> 4740</span>&#160;</div><div class="line"><a name="l04741"></a><span class="lineno"> 4741</span>&#160;    T_METRIC</div><div class="line"><a name="l04742"></a><span class="lineno"> 4742</span>&#160;      lmetric_dk =</div><div class="line"><a name="l04743"></a><span class="lineno"> 4743</span>&#160;      <a class="code" href="namespaceum.html#a62470812baa18b85111f619b35a012c8">maxDistCjCjp</a></div><div class="line"><a name="l04744"></a><span class="lineno"> 4744</span>&#160;      (aimatrixt_centroids,         </div><div class="line"><a name="l04745"></a><span class="lineno"> 4745</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04746"></a><span class="lineno"> 4746</span>&#160;       );</div><div class="line"><a name="l04747"></a><span class="lineno"> 4747</span>&#160;</div><div class="line"><a name="l04748"></a><span class="lineno"> 4748</span>&#160;    lometric_indexI = (( lmetric_e1 / lpair_ek.first ) *  lmetric_dk )</div><div class="line"><a name="l04749"></a><span class="lineno"> 4749</span>&#160;      / T_METRIC(aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>());</div><div class="line"><a name="l04750"></a><span class="lineno"> 4750</span>&#160;  </div><div class="line"><a name="l04751"></a><span class="lineno"> 4751</span>&#160;    lometric_indexI = std::pow(lometric_indexI,airt_p);</div><div class="line"><a name="l04752"></a><span class="lineno"> 4752</span>&#160;  }</div><div class="line"><a name="l04753"></a><span class="lineno"> 4753</span>&#160;  </div><div class="line"><a name="l04754"></a><span class="lineno"> 4754</span>&#160;          </div><div class="line"><a name="l04755"></a><span class="lineno"> 4755</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04756"></a><span class="lineno"> 4756</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04757"></a><span class="lineno"> 4757</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l04758"></a><span class="lineno"> 4758</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04759"></a><span class="lineno"> 4759</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_indexI = &quot;</span> &lt;&lt; lometric_indexI </div><div class="line"><a name="l04760"></a><span class="lineno"> 4760</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04761"></a><span class="lineno"> 4761</span>&#160;  }</div><div class="line"><a name="l04762"></a><span class="lineno"> 4762</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l04763"></a><span class="lineno"> 4763</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04764"></a><span class="lineno"> 4764</span>&#160;</div><div class="line"><a name="l04765"></a><span class="lineno"> 4765</span>&#160;  <span class="keywordflow">return</span> lometric_indexI;</div><div class="line"><a name="l04766"></a><span class="lineno"> 4766</span>&#160;  </div><div class="line"><a name="l04767"></a><span class="lineno"> 4767</span>&#160;}</div><div class="line"><a name="l04768"></a><span class="lineno"> 4768</span>&#160;  </div><div class="line"><a name="l04769"></a><span class="lineno"> 4769</span>&#160;  </div><div class="line"><a name="l04800"></a><span class="lineno"> 4800</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> INPUT_ITERATOR,</div><div class="line"><a name="l04801"></a><span class="lineno"> 4801</span>&#160;           <span class="keyword">typename</span> T_METRIC,</div><div class="line"><a name="l04802"></a><span class="lineno"> 4802</span>&#160;           <span class="keyword">typename</span> T_FEATURE</div><div class="line"><a name="l04803"></a><span class="lineno"> 4803</span>&#160;           &gt;</div><div class="line"><a name="l04804"></a><span class="lineno"> 4804</span>&#160;T_METRIC </div><div class="line"><a name="l04805"></a><span class="lineno"> 4805</span>&#160;<a class="code" href="namespaceum.html#a14c1794b4859283fc63f3f804c5c3e72">xb</a></div><div class="line"><a name="l04806"></a><span class="lineno"><a class="line" href="namespaceum.html#a14c1794b4859283fc63f3f804c5c3e72"> 4806</a></span>&#160;(<a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_METRIC&gt;</a>         &amp;aimatrixt_u,</div><div class="line"><a name="l04807"></a><span class="lineno"> 4807</span>&#160; <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>        &amp;aimatrixt_centroids,</div><div class="line"><a name="l04808"></a><span class="lineno"> 4808</span>&#160; INPUT_ITERATOR                   aiiterator_instfirst,</div><div class="line"><a name="l04809"></a><span class="lineno"> 4809</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR             aiiterator_instlast,</div><div class="line"><a name="l04810"></a><span class="lineno"> 4810</span>&#160; <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a>   &amp;aifunc2p_dist</div><div class="line"><a name="l04811"></a><span class="lineno"> 4811</span>&#160; )</div><div class="line"><a name="l04812"></a><span class="lineno"> 4812</span>&#160;{</div><div class="line"><a name="l04813"></a><span class="lineno"> 4813</span>&#160;</div><div class="line"><a name="l04814"></a><span class="lineno"> 4814</span>&#160;  T_METRIC  lometric_xb = <a class="code" href="unsupervised__measures_8hpp.html#a5791c14fedab8f8d198c520f3dbcb5f7">measuare_undefXieBeniIndex</a>(T_METRIC);</div><div class="line"><a name="l04815"></a><span class="lineno"> 4815</span>&#160;</div><div class="line"><a name="l04816"></a><span class="lineno"> 4816</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l04817"></a><span class="lineno"> 4817</span>&#160;</div><div class="line"><a name="l04818"></a><span class="lineno"> 4818</span>&#160;    <span class="keyword">const</span> T_METRIC  lrt_numInstances =</div><div class="line"><a name="l04819"></a><span class="lineno"> 4819</span>&#160;      T_METRIC(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l04820"></a><span class="lineno"> 4820</span>&#160;     </div><div class="line"><a name="l04821"></a><span class="lineno"> 4821</span>&#160;    T_METRIC  lrt_sigma =  T_METRIC(0);</div><div class="line"><a name="l04822"></a><span class="lineno"> 4822</span>&#160;     </div><div class="line"><a name="l04823"></a><span class="lineno"> 4823</span>&#160;    <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_i = 0;</div><div class="line"><a name="l04824"></a><span class="lineno"> 4824</span>&#160;         aiiterator_instfirst != aiiterator_instlast;</div><div class="line"><a name="l04825"></a><span class="lineno"> 4825</span>&#160;         ++aiiterator_instfirst, lui_i++)</div><div class="line"><a name="l04826"></a><span class="lineno"> 4826</span>&#160;      {</div><div class="line"><a name="l04827"></a><span class="lineno"> 4827</span>&#160;        <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>* linst_inter =  (<a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;</a>*) *aiiterator_instfirst;</div><div class="line"><a name="l04828"></a><span class="lineno"> 4828</span>&#160;   </div><div class="line"><a name="l04829"></a><span class="lineno"> 4829</span>&#160;        <span class="keywordflow">for</span> (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_j = 0; lui_j &lt; aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>(); lui_j++)  {</div><div class="line"><a name="l04830"></a><span class="lineno"> 4830</span>&#160;          T_FEATURE* lmatrowt_centroid = aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">getRow</a>(lui_j);</div><div class="line"><a name="l04831"></a><span class="lineno"> 4831</span>&#160;          T_METRIC  lrt_dist = </div><div class="line"><a name="l04832"></a><span class="lineno"> 4832</span>&#160;            aifunc2p_dist</div><div class="line"><a name="l04833"></a><span class="lineno"> 4833</span>&#160;            (lmatrowt_centroid,</div><div class="line"><a name="l04834"></a><span class="lineno"> 4834</span>&#160;             linst_inter-&gt;<a class="code" href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">getFeatures</a>(),</div><div class="line"><a name="l04835"></a><span class="lineno"> 4835</span>&#160;             <a class="code" href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() </div><div class="line"><a name="l04836"></a><span class="lineno"> 4836</span>&#160;             );</div><div class="line"><a name="l04837"></a><span class="lineno"> 4837</span>&#160;          T_METRIC lrt_uji = aimatrixt_u(lui_j, lui_i);</div><div class="line"><a name="l04838"></a><span class="lineno"> 4838</span>&#160;          </div><div class="line"><a name="l04839"></a><span class="lineno"> 4839</span>&#160;          lrt_sigma  +=  lrt_uji * lrt_uji * lrt_dist;</div><div class="line"><a name="l04840"></a><span class="lineno"> 4840</span>&#160;          </div><div class="line"><a name="l04841"></a><span class="lineno"> 4841</span>&#160;        }</div><div class="line"><a name="l04842"></a><span class="lineno"> 4842</span>&#160;      } <span class="comment">//End for</span></div><div class="line"><a name="l04843"></a><span class="lineno"> 4843</span>&#160;</div><div class="line"><a name="l04844"></a><span class="lineno"> 4844</span>&#160;    T_METRIC</div><div class="line"><a name="l04845"></a><span class="lineno"> 4845</span>&#160;      lmetrict_dmin =</div><div class="line"><a name="l04846"></a><span class="lineno"> 4846</span>&#160;      <a class="code" href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">minDistCjCjp</a></div><div class="line"><a name="l04847"></a><span class="lineno"> 4847</span>&#160;      (aimatrixt_centroids,         </div><div class="line"><a name="l04848"></a><span class="lineno"> 4848</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04849"></a><span class="lineno"> 4849</span>&#160;       );</div><div class="line"><a name="l04850"></a><span class="lineno"> 4850</span>&#160;</div><div class="line"><a name="l04851"></a><span class="lineno"> 4851</span>&#160;    <span class="keywordflow">if</span> ( lmetrict_dmin &gt; 0 ) </div><div class="line"><a name="l04852"></a><span 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class="lineno"> 4872</span>&#160;           <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l04873"></a><span class="lineno"> 4873</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX,</div><div class="line"><a name="l04874"></a><span class="lineno"> 4874</span>&#160;           <span class="keyword">typename</span> T_METRIC  </div><div class="line"><a name="l04875"></a><span class="lineno"> 4875</span>&#160;           &gt;</div><div class="line"><a name="l04876"></a><span class="lineno"> 4876</span>&#160;T_METRIC</div><div class="line"><a name="l04877"></a><span class="lineno"> 4877</span>&#160;<a class="code" href="namespaceum.html#a14c1794b4859283fc63f3f804c5c3e72">xb</a></div><div class="line"><a name="l04878"></a><span class="lineno"><a class="line" href="namespaceum.html#af99b31fe06567c23441976e67cea1651"> 4878</a></span>&#160;(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a>      &amp;aimatrixt_centroids,</div><div class="line"><a name="l04879"></a><span class="lineno"> 4879</span>&#160; INPUT_ITERATOR                       aiiterator_instfirst,</div><div class="line"><a name="l04880"></a><span class="lineno"> 4880</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                 aiiterator_instlast,</div><div class="line"><a name="l04881"></a><span class="lineno"> 4881</span>&#160; <a class="code" href="classpartition_1_1_partition.html">partition::Partition&lt;T_CLUSTERIDX&gt;</a>   &amp;aipartition_clusters,</div><div class="line"><a name="l04882"></a><span class="lineno"> 4882</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_METRIC,T_FEATURE&gt;</a> &amp;aifunc2p_dist</div><div class="line"><a name="l04883"></a><span class="lineno"> 4883</span>&#160; )</div><div class="line"><a name="l04884"></a><span class="lineno"> 4884</span>&#160;{</div><div class="line"><a name="l04885"></a><span class="lineno"> 4885</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04886"></a><span class="lineno"> 4886</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelFunc = <span class="stringliteral">&quot;um::XB&quot;</span>;</div><div class="line"><a name="l04887"></a><span class="lineno"> 4887</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l04888"></a><span class="lineno"> 4888</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04889"></a><span class="lineno"> 4889</span>&#160;    std::cout &lt;&lt; lpc_labelFunc </div><div class="line"><a name="l04890"></a><span class="lineno"> 4890</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04891"></a><span class="lineno"> 4891</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t(input mat::MatrixRow&lt;T_FEATURE&gt;&amp; aimatrixt_centroids[&quot;</span> </div><div class="line"><a name="l04892"></a><span class="lineno"> 4892</span>&#160;              &lt;&lt; &amp;aimatrixt_centroids &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04893"></a><span class="lineno"> 4893</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  partition::Partition&lt;&gt;&amp;: aipartition_clusters[&quot;</span> </div><div class="line"><a name="l04894"></a><span class="lineno"> 4894</span>&#160;              &lt;&lt; &amp;aipartition_clusters &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l04895"></a><span class="lineno"> 4895</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_METRIC,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l04896"></a><span class="lineno"> 4896</span>&#160;              &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l04897"></a><span class="lineno"> 4897</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l04898"></a><span class="lineno"> 4898</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04899"></a><span class="lineno"> 4899</span>&#160;  }</div><div class="line"><a name="l04900"></a><span class="lineno"> 4900</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04901"></a><span class="lineno"> 4901</span>&#160;</div><div class="line"><a name="l04902"></a><span class="lineno"> 4902</span>&#160;  T_METRIC  lometric_xb = <a class="code" href="unsupervised__measures_8hpp.html#a5791c14fedab8f8d198c520f3dbcb5f7">measuare_undefXieBeniIndex</a>(T_METRIC);</div><div class="line"><a name="l04903"></a><span class="lineno"> 4903</span>&#160;</div><div class="line"><a name="l04904"></a><span class="lineno"> 4904</span>&#160;  <span class="keywordflow">if</span> ( aimatrixt_centroids.<a class="code" href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">getNumRows</a>() &gt; 1 ) {</div><div class="line"><a name="l04905"></a><span class="lineno"> 4905</span>&#160;</div><div class="line"><a name="l04906"></a><span class="lineno"> 4906</span>&#160;    <span class="keyword">const</span> T_METRIC  lrt_numInstances =</div><div class="line"><a name="l04907"></a><span class="lineno"> 4907</span>&#160;      T_METRIC(std::distance(aiiterator_instfirst,aiiterator_instlast));</div><div class="line"><a name="l04908"></a><span class="lineno"> 4908</span>&#160;    </div><div class="line"><a name="l04909"></a><span class="lineno"> 4909</span>&#160;    std::pair&lt;T_METRIC,bool&gt; lpair_sigma = </div><div class="line"><a name="l04910"></a><span class="lineno"> 4910</span>&#160;      <a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">SSE</a></div><div class="line"><a name="l04911"></a><span class="lineno"> 4911</span>&#160;      (aimatrixt_centroids,</div><div class="line"><a name="l04912"></a><span class="lineno"> 4912</span>&#160;       aiiterator_instfirst,</div><div class="line"><a name="l04913"></a><span class="lineno"> 4913</span>&#160;       aiiterator_instlast,</div><div class="line"><a name="l04914"></a><span class="lineno"> 4914</span>&#160;       aipartition_clusters,</div><div class="line"><a name="l04915"></a><span class="lineno"> 4915</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04916"></a><span class="lineno"> 4916</span>&#160;       );</div><div class="line"><a name="l04917"></a><span class="lineno"> 4917</span>&#160;</div><div class="line"><a name="l04918"></a><span class="lineno"> 4918</span>&#160;    T_METRIC</div><div class="line"><a name="l04919"></a><span class="lineno"> 4919</span>&#160;      lmetrict_dmin =</div><div class="line"><a name="l04920"></a><span class="lineno"> 4920</span>&#160;      <a class="code" href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">minDistCjCjp</a></div><div class="line"><a name="l04921"></a><span class="lineno"> 4921</span>&#160;      (aimatrixt_centroids,         </div><div class="line"><a name="l04922"></a><span class="lineno"> 4922</span>&#160;       aifunc2p_dist</div><div class="line"><a name="l04923"></a><span class="lineno"> 4923</span>&#160;       );</div><div class="line"><a name="l04924"></a><span class="lineno"> 4924</span>&#160;</div><div class="line"><a name="l04925"></a><span class="lineno"> 4925</span>&#160;    <span class="keywordflow">if</span> ( lmetrict_dmin &gt; 0 ) </div><div class="line"><a name="l04926"></a><span class="lineno"> 4926</span>&#160;      lometric_xb =  lpair_sigma.first / ( lrt_numInstances *  lmetrict_dmin );</div><div class="line"><a name="l04927"></a><span class="lineno"> 4927</span>&#160;  </div><div class="line"><a name="l04928"></a><span class="lineno"> 4928</span>&#160;  }</div><div class="line"><a name="l04929"></a><span class="lineno"> 4929</span>&#160;          </div><div class="line"><a name="l04930"></a><span class="lineno"> 4930</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l04931"></a><span class="lineno"> 4931</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l04932"></a><span class="lineno"> 4932</span>&#160;    std::cout &lt;&lt; lpc_labelFunc</div><div class="line"><a name="l04933"></a><span class="lineno"> 4933</span>&#160;              &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l04934"></a><span class="lineno"> 4934</span>&#160;              &lt;&lt; <span class="stringliteral">&quot; lometric_xb = &quot;</span> &lt;&lt; lometric_xb</div><div class="line"><a name="l04935"></a><span class="lineno"> 4935</span>&#160;              &lt;&lt; std::endl;</div><div class="line"><a name="l04936"></a><span class="lineno"> 4936</span>&#160;  }</div><div class="line"><a name="l04937"></a><span class="lineno"> 4937</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l04938"></a><span class="lineno"> 4938</span>&#160;<span class="preprocessor">#endif //__VERBOSE_YES</span></div><div class="line"><a name="l04939"></a><span class="lineno"> 4939</span>&#160;</div><div class="line"><a name="l04940"></a><span class="lineno"> 4940</span>&#160;  <span class="keywordflow">return</span> lometric_xb;</div><div class="line"><a name="l04941"></a><span class="lineno"> 4941</span>&#160;    </div><div class="line"><a name="l04942"></a><span class="lineno"> 4942</span>&#160;}</div><div class="line"><a name="l04943"></a><span class="lineno"> 4943</span>&#160;</div><div class="line"><a name="l04944"></a><span class="lineno"> 4944</span>&#160;</div><div class="line"><a name="l04957"></a><span class="lineno"> 4957</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC&gt;</div><div class="line"><a name="l04958"></a><span class="lineno"><a class="line" href="namespaceum.html#a184b50b24f3a042931e256c750ba4d8e"> 4958</a></span>&#160;T_METRIC  <a class="code" href="namespaceum.html#a184b50b24f3a042931e256c750ba4d8e">entropy</a>(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_METRIC&gt;</a>  &amp;aimatrixt_u)</div><div class="line"><a name="l04959"></a><span class="lineno"> 4959</span>&#160;{</div><div class="line"><a name="l04960"></a><span class="lineno"> 4960</span>&#160;</div><div class="line"><a name="l04961"></a><span class="lineno"> 4961</span>&#160;  T_METRIC  lometric_entropy = <a class="code" href="unsupervised__measures_8hpp.html#a368c4afa1c3c4c27ac36e553435ae489">measuare_undefEntropy</a>(T_METRIC);</div><div class="line"><a name="l04962"></a><span class="lineno"> 4962</span>&#160;</div><div class="line"><a name="l04963"></a><span class="lineno"> 4963</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_numElems  = aimatrixt_u.<a class="code" href="classmat_1_1_matrix_base.html#ade892a1e4c0ccc54dca7a16cecf459fa">getNumElems</a>();  </div><div class="line"><a name="l04964"></a><span class="lineno"> 4964</span>&#160;  </div><div class="line"><a name="l04965"></a><span class="lineno"> 4965</span>&#160;  <span class="keywordflow">if</span> ( lui_numElems &gt; 0 ) {</div><div class="line"><a name="l04966"></a><span class="lineno"> 4966</span>&#160;</div><div class="line"><a name="l04967"></a><span class="lineno"> 4967</span>&#160;    lometric_entropy = </div><div class="line"><a name="l04968"></a><span class="lineno"> 4968</span>&#160;      std::accumulate</div><div class="line"><a name="l04969"></a><span class="lineno"> 4969</span>&#160;      (aimatrixt_u.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>(),</div><div class="line"><a name="l04970"></a><span class="lineno"> 4970</span>&#160;       aimatrixt_u.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>()+lui_numElems,</div><div class="line"><a name="l04971"></a><span class="lineno"> 4971</span>&#160;       T_METRIC(0.0),</div><div class="line"><a name="l04972"></a><span class="lineno"> 4972</span>&#160;       [](T_METRIC airt_sumPart, T_METRIC airt_uij)</div><div class="line"><a name="l04973"></a><span class="lineno"> 4973</span>&#160;       {</div><div class="line"><a name="l04974"></a><span class="lineno"> 4974</span>&#160;     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4982</span>&#160;}</div><div class="line"><a name="l04983"></a><span class="lineno"> 4983</span>&#160;</div><div class="line"><a name="l04996"></a><span class="lineno"> 4996</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_METRIC&gt;</div><div class="line"><a name="l04997"></a><span class="lineno"><a class="line" href="namespaceum.html#a1a75de59a8b3b5ba1080b6e6c0f3c18b"> 4997</a></span>&#160;T_METRIC  <a class="code" href="namespaceum.html#a1a75de59a8b3b5ba1080b6e6c0f3c18b">partitioncoefficient</a>(<span class="keyword">const</span> <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_METRIC&gt;</a>  &amp;aimatrixt_u)</div><div class="line"><a name="l04998"></a><span class="lineno"> 4998</span>&#160;{</div><div class="line"><a name="l04999"></a><span class="lineno"> 4999</span>&#160;</div><div class="line"><a name="l05000"></a><span class="lineno"> 5000</span>&#160;  T_METRIC  lometric_partitioncoefficient = <a class="code" href="unsupervised__measures_8hpp.html#ad88d528dfc5352aa2c8c1ee11ba73632">measuare_undefPartitionCoefficient</a>(T_METRIC);</div><div class="line"><a name="l05001"></a><span class="lineno"> 5001</span>&#160;</div><div class="line"><a name="l05002"></a><span class="lineno"> 5002</span>&#160;  <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lui_numElems  = aimatrixt_u.<a class="code" href="classmat_1_1_matrix_base.html#ade892a1e4c0ccc54dca7a16cecf459fa">getNumElems</a>();  </div><div class="line"><a name="l05003"></a><span class="lineno"> 5003</span>&#160;  </div><div class="line"><a name="l05004"></a><span class="lineno"> 5004</span>&#160;  <span class="keywordflow">if</span> ( lui_numElems &gt; 0 ) {</div><div class="line"><a name="l05005"></a><span class="lineno"> 5005</span>&#160;</div><div class="line"><a name="l05006"></a><span class="lineno"> 5006</span>&#160;    lometric_partitioncoefficient  = </div><div class="line"><a name="l05007"></a><span class="lineno"> 5007</span>&#160;      std::accumulate</div><div class="line"><a name="l05008"></a><span class="lineno"> 5008</span>&#160;      (aimatrixt_u.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>(),</div><div class="line"><a name="l05009"></a><span class="lineno"> 5009</span>&#160;       aimatrixt_u.<a class="code" href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">toArray</a>()+lui_numElems,</div><div class="line"><a name="l05010"></a><span class="lineno"> 5010</span>&#160;       T_METRIC(0.0),</div><div class="line"><a name="l05011"></a><span class="lineno"> 5011</span>&#160;       [](T_METRIC airt_sumPart, T_METRIC airt_uij)</div><div class="line"><a name="l05012"></a><span class="lineno"> 5012</span>&#160;       {</div><div class="line"><a name="l05013"></a><span class="lineno"> 5013</span>&#160;         <span class="keywordflow">return</span> (airt_uij) * airt_uij + airt_sumPart;</div><div class="line"><a name="l05014"></a><span class="lineno"> 5014</span>&#160;       }</div><div class="line"><a name="l05015"></a><span class="lineno"> 5015</span>&#160;       );</div><div class="line"><a name="l05016"></a><span class="lineno"> 5016</span>&#160;    lometric_partitioncoefficient /= T_METRIC(aimatrixt_u.<a class="code" href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">getNumColumns</a>());</div><div class="line"><a name="l05017"></a><span class="lineno"> 5017</span>&#160;  }</div><div class="line"><a name="l05018"></a><span class="lineno"> 5018</span>&#160;    </div><div class="line"><a name="l05019"></a><span class="lineno"> 5019</span>&#160;  <span class="keywordflow">return</span> lometric_partitioncoefficient;</div><div class="line"><a name="l05020"></a><span class="lineno"> 5020</span>&#160;  </div><div class="line"><a name="l05021"></a><span class="lineno"> 5021</span>&#160;}</div><div class="line"><a name="l05022"></a><span class="lineno"> 5022</span>&#160;  </div><div class="line"><a name="l05023"></a><span class="lineno"> 5023</span>&#160;  </div><div class="line"><a name="l05024"></a><span class="lineno"> 5024</span>&#160;} <span class="comment">/*END namespace um Unsupervised measures*/</span></div><div class="line"><a name="l05025"></a><span class="lineno"> 5025</span>&#160;</div><div class="line"><a name="l05026"></a><span class="lineno"> 5026</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__UNSUPERVISED_MEASURE_HPP*/</span><span class="preprocessor"></span></div><div class="ttc" id="classmat_1_1_matrix_base_html_ac500eedd5e203327d3292f8ab22d8f3e"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ac500eedd5e203327d3292f8ab22d8f3e">mat::MatrixBase::getNumRows</a></div><div class="ttdeci">const uintidx getNumRows() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00076">matrix_base.hpp:76</a></div></div>
<div class="ttc" id="namespacestats_html_a61ea16e97e098fc1598f4a2975cb0a24"><div class="ttname"><a href="namespacestats.html#a61ea16e97e098fc1598f4a2975cb0a24">stats::meanVector</a></div><div class="ttdeci">void meanVector(T_FEATURE *aoarrayt_mean, const T_FEATURE_NUM ait_feactureNum, const T_FEATURE_SUM *aiarrayt_feactureSum, const uintidx aiu_idxVector=0)</div><div class="ttdoc">￼Calculate average of a vector</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00055">stats_instances.hpp:55</a></div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html">ds::IteratorPartitionLinked</a></div><div class="ttdoc">An iterator for a PartitionLinked.</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00035">partition_linked.hpp:35</a></div></div>
<div class="ttc" id="classds_1_1_partition_linked_html_a70877e6d118d2f041d9006fdf565daec"><div class="ttname"><a href="classds_1_1_partition_linked.html#a70877e6d118d2f041d9006fdf565daec">ds::PartitionLinked::getNumInstances</a></div><div class="ttdeci">const uintidx getNumInstances() const</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00094">partition_linked.hpp:94</a></div></div>
<div class="ttc" id="classmat_1_1_bit_matrix_html"><div class="ttname"><a href="classmat_1_1_bit_matrix.html">mat::BitMatrix</a></div><div class="ttdoc">Bit matrix.</div><div class="ttdef"><b>Definition:</b> <a href="bit__container_8hpp_source.html#l00029">bit_container.hpp:29</a></div></div>
<div class="ttc" id="namespaceum_html_ae9a204f8668a92063c9d5446a3ca9186"><div class="ttname"><a href="namespaceum.html#ae9a204f8668a92063c9d5446a3ca9186">um::j1</a></div><div class="ttdeci">T_METRIC j1(mat::BitMatrix&lt; T_BITSIZE &gt; &amp;aicrispmatrix_partition, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04000">unsupervised_measures.hpp:4000</a></div></div>
<div class="ttc" id="namespaceum_html_a3d80a7d08b3df236552d73f457543a36"><div class="ttname"><a href="namespaceum.html#a3d80a7d08b3df236552d73f457543a36">um::ssb</a></div><div class="ttdeci">T_METRIC ssb(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, const T_FEATURE *aiarrayt_meanInstances, const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectort_numInstancesClusterK, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">The overall between-cluster variance ssb.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01318">unsupervised_measures.hpp:1318</a></div></div>
<div class="ttc" id="namespaceum_html_a3b1be7542cfeaffb6040f73e0e3c8054"><div class="ttname"><a href="namespaceum.html#a3b1be7542cfeaffb6040f73e0e3c8054">um::minDistCjCjp</a></div><div class="ttdeci">T_METRIC minDistCjCjp(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00151">unsupervised_measures.hpp:151</a></div></div>
<div class="ttc" id="matrix_8hpp_html"><div class="ttname"><a href="matrix_8hpp.html">matrix.hpp</a></div><div class="ttdoc">matrix</div></div>
<div class="ttc" id="common_8hpp_html_a3f6c33fb604556cdc425e7aa2289d009"><div class="ttname"><a href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="ttdeci">uint32_t uintidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00020">common.hpp:20</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_ac72957e968a1b54a8ebfe7d4c10adc01"><div class="ttname"><a href="unsupervised__measures_8hpp.html#ac72957e968a1b54a8ebfe7d4c10adc01">measuare_undefDBindex</a></div><div class="ttdeci">#define measuare_undefDBindex(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00059">unsupervised_measures.hpp:59</a></div></div>
<div class="ttc" id="namespaceum_html_aed03e1346938eb895882fb6ff22308c8"><div class="ttname"><a href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">um::SSE</a></div><div class="ttdeci">std::pair&lt; T_METRIC, bool &gt; SSE(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">SSE  . A boolean is also returned to indicate if the partition is valid.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l03522">unsupervised_measures.hpp:3522</a></div></div>
<div class="ttc" id="namespaceum_html_a31ab0871217029a7b79267bd81735914"><div class="ttname"><a href="namespaceum.html#a31ab0871217029a7b79267bd81735914">um::scoreFunctionreeval</a></div><div class="ttdeci">T_METRIC scoreFunctionreeval(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02065">unsupervised_measures.hpp:2065</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a2879a2578666e3da78f3588e78b5e982"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a2879a2578666e3da78f3588e78b5e982">mat::MatrixRow::toArray</a></div><div class="ttdeci">const T_FEATURE * toArray() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00119">matrix.hpp:119</a></div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_ad171cb96653fadaec272389381a4f8b4"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#ad171cb96653fadaec272389381a4f8b4">ds::IteratorPartitionLinked::begin</a></div><div class="ttdeci">void begin(T_CLUSTERIDX aicidx_clusterK)</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00372">partition_linked.hpp:372</a></div></div>
<div class="ttc" id="namespaceum_html_a5079e5e39be0feefeda22a8033fd28be"><div class="ttname"><a href="namespaceum.html#a5079e5e39be0feefeda22a8033fd28be">um::diameterClusterK</a></div><div class="ttdeci">std::vector&lt; T_METRIC &gt; diameterClusterK(INPUT_ITERATOR aiiterator_instfirst, const ds::PartitionLinked&lt; T_CLUSTERIDX &gt; &amp;aipartlink_memberShip, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02252">unsupervised_measures.hpp:2252</a></div></div>
<div class="ttc" id="classds_1_1_partition_linked_num_inst_html"><div class="ttname"><a href="classds_1_1_partition_linked_num_inst.html">ds::PartitionLinkedNumInst</a></div><div class="ttdoc">A data structure for managing an instance partition with the number of instances per cluster.</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked__numinst_8hpp_source.html#l00043">partition_linked_numinst.hpp:43</a></div></div>
<div class="ttc" id="namespaceum_html_af6c827889147fec6e2a1d0b55eac10dd"><div class="ttname"><a href="namespaceum.html#af6c827889147fec6e2a1d0b55eac10dd">um::jm</a></div><div class="ttdeci">T_METRIC jm(mat::MatrixRow&lt; T_METRIC &gt; &amp;aimatrixt_u, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, T_METRIC aif_m, dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04080">unsupervised_measures.hpp:4080</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_ac75125580083992645322315eac624c8"><div class="ttname"><a href="unsupervised__measures_8hpp.html#ac75125580083992645322315eac624c8">measuare_undefSSE</a></div><div class="ttdeci">#define measuare_undefSSE(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00054">unsupervised_measures.hpp:54</a></div></div>
<div class="ttc" id="classds_1_1_partition_linked_html"><div class="ttname"><a href="classds_1_1_partition_linked.html">ds::PartitionLinked</a></div><div class="ttdoc">Data structure to define the instances that belong to a cluster consecutively.</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00042">partition_linked.hpp:42</a></div></div>
<div class="ttc" id="namespaceum_html_a92550dabf7b2bbc875e88e4b41850531"><div class="ttname"><a href="namespaceum.html#a92550dabf7b2bbc875e88e4b41850531">um::avgRadiusClusterK</a></div><div class="ttdeci">std::vector&lt; T_METRIC &gt; avgRadiusClusterK(const mat::MatrixBase&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00361">unsupervised_measures.hpp:361</a></div></div>
<div class="ttc" id="namespaceum_html_ad23c0567fb4c517ab9eaa0134af14bb5"><div class="ttname"><a href="namespaceum.html#ad23c0567fb4c517ab9eaa0134af14bb5">um::SSEMedoid</a></div><div class="ttdeci">T_METRIC SSEMedoid(const uintidx *aiarrayidxinst_medoids, const T_CLUSTERIDX aicidx_numClustersK, const mat::MatrixTriang&lt; T_METRIC &gt; &amp;aimatrixtriagt_dissimilarity)</div><div class="ttdoc">SSEMedoid .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04131">unsupervised_measures.hpp:4131</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_aa88191fb36f16d5764240560b2c3c873"><div class="ttname"><a href="unsupervised__measures_8hpp.html#aa88191fb36f16d5764240560b2c3c873">measuare_undefIndexI</a></div><div class="ttdeci">#define measuare_undefIndexI(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00055">unsupervised_measures.hpp:55</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html"><div class="ttname"><a href="classpartition_1_1_partition.html">partition::Partition</a></div><div class="ttdoc">Definition of the abstract class Partition, to build a cluster of a dataset.</div><div class="ttdef"><b>Definition:</b> <a href="partition_8hpp_source.html#l00035">partition.hpp:35</a></div></div>
<div class="ttc" id="stats__instances_8hpp_html"><div class="ttname"><a href="stats__instances_8hpp.html">stats_instances.hpp</a></div><div class="ttdoc">Statistics for instances.</div></div>
<div class="ttc" id="classds_1_1_partition_linked_num_inst_html_a71e57f8b0d0b94d6c96426bd1320fbb3"><div class="ttname"><a href="classds_1_1_partition_linked_num_inst.html#a71e57f8b0d0b94d6c96426bd1320fbb3">ds::PartitionLinkedNumInst::print</a></div><div class="ttdeci">void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',', const char aic_delimClusterK=';')</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked__numinst_8hpp_source.html#l00183">partition_linked_numinst.hpp:183</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a5791c14fedab8f8d198c520f3dbcb5f7"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a5791c14fedab8f8d198c520f3dbcb5f7">measuare_undefXieBeniIndex</a></div><div class="ttdeci">#define measuare_undefXieBeniIndex(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00069">unsupervised_measures.hpp:69</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html"><div class="ttname"><a href="classmat_1_1_matrix_row.html">mat::MatrixRow</a></div><div class="ttdoc">Matrix store items for row.</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00046">matrix.hpp:46</a></div></div>
<div class="ttc" id="namespaceum_html_a719ad18e4241520afe7b03b7fdaf84cc"><div class="ttname"><a href="namespaceum.html#a719ad18e4241520afe7b03b7fdaf84cc">um::indexIreeval</a></div><div class="ttdeci">T_METRIC indexIreeval(mat::MatrixRow&lt; T_METRIC &gt; &amp;aimatrixt_u, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist, const T_METRIC airt_p=2.0)</div><div class="ttdoc">Validity index I or index I for a fuzzy c-partition  . Use this function when the data set changes in...</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04535">unsupervised_measures.hpp:4535</a></div></div>
<div class="ttc" id="vector__utils_8hpp_html"><div class="ttname"><a href="vector__utils_8hpp.html">vector_utils.hpp</a></div><div class="ttdoc">Operations for vector manipulation.</div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_ac6a9e1bcd3609f188d3b786c209ed6a3"><div class="ttname"><a href="unsupervised__measures_8hpp.html#ac6a9e1bcd3609f188d3b786c209ed6a3">measuare_undefScoreFunction</a></div><div class="ttdeci">#define measuare_undefScoreFunction(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00068">unsupervised_measures.hpp:68</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html_ae8db479b240da90b4058e35ffce182ac"><div class="ttname"><a href="classpartition_1_1_partition.html#ae8db479b240da90b4058e35ffce182ac">partition::Partition::getClusterIdx</a></div><div class="ttdeci">virtual const T_CLUSTERIDX getClusterIdx(uintidx aiuintidx_instanceIdx) const =0</div></div>
<div class="ttc" id="structutils_1_1_instance_data_type_html"><div class="ttname"><a href="structutils_1_1_instance_data_type.html">utils::InstanceDataType</a></div><div class="ttdoc">Structure For a data type of an attribute of an instance, it defines the data type recommended for th...</div><div class="ttdef"><b>Definition:</b> <a href="leac__utils_8hpp_source.html#l00036">leac_utils.hpp:36</a></div></div>
<div class="ttc" id="bit__matrix_8hpp_html"><div class="ttname"><a href="bit__matrix_8hpp.html">bit_matrix.hpp</a></div><div class="ttdoc">bit matrix</div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_a1a031c033d0d2d1c6982ced4e0473831"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#a1a031c033d0d2d1c6982ced4e0473831">ds::IteratorPartitionLinked::getValue</a></div><div class="ttdeci">uintidx getValue()</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00389">partition_linked.hpp:389</a></div></div>
<div class="ttc" id="namespacenearest_html_a8b0d89680acfe7ef438ae465bd633fb1"><div class="ttname"><a href="namespacenearest.html#a8b0d89680acfe7ef438ae465bd633fb1">nearest::NN</a></div><div class="ttdeci">T_CLUSTERIDX NN(T_DIST &amp;aort_distMinCentInst, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_centroids, const T_FEATURE *aiat_instance, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">NN Find the centroid closest to an instance.</div><div class="ttdef"><b>Definition:</b> <a href="nearestinstance__operator_8hpp_source.html#l00192">nearestinstance_operator.hpp:192</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html_a90d1eaeb66cc1470bbfdb95434fdb761"><div class="ttname"><a href="classdata_1_1_instance.html#a90d1eaeb66cc1470bbfdb95434fdb761">data::Instance::getNumDimensions</a></div><div class="ttdeci">static uintidx getNumDimensions()</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00145">instance.hpp:145</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a043a63ad95a7afacff073dda90d54888"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a043a63ad95a7afacff073dda90d54888">measuare_undefWBIndex</a></div><div class="ttdeci">#define measuare_undefWBIndex(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00073">unsupervised_measures.hpp:73</a></div></div>
<div class="ttc" id="namespaceum_html_aabc6ca77bf38202926542ef55d03df90"><div class="ttname"><a href="namespaceum.html#aabc6ca77bf38202926542ef55d03df90">um::dbindex</a></div><div class="ttdeci">T_METRIC dbindex(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, const std::vector&lt; T_METRIC &gt; &amp;aivectort_scatter, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">DB Index  .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l03284">unsupervised_measures.hpp:3284</a></div></div>
<div class="ttc" id="namespaceum_html_a46870f8491e49e0e08ceb0e2f5434bb1"><div class="ttname"><a href="namespaceum.html#a46870f8491e49e0e08ceb0e2f5434bb1">um::CSmeasure</a></div><div class="ttdeci">T_METRIC CSmeasure(INPUT_ITERATOR aiiterator_instfirst, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, const ds::PartitionLinkedNumInst&lt; T_CLUSTERIDX, T_INSTANCES_CLUSTER_K &gt; &amp;aipartlinknuminst_memberShip, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">CS measure  .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02652">unsupervised_measures.hpp:2652</a></div></div>
<div class="ttc" id="common_8hpp_html_a95a78573f61aedb7d72f75a520c7f8b5"><div class="ttname"><a href="common_8hpp.html#a95a78573f61aedb7d72f75a520c7f8b5">intidx</a></div><div class="ttdeci">int32_t intidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00022">common.hpp:22</a></div></div>
<div class="ttc" id="namespaceum_html_aaa61fb14db29fe31548da280b92eb35f"><div class="ttname"><a href="namespaceum.html#aaa61fb14db29fe31548da280b92eb35f">um::WBIndexreeval</a></div><div class="ttdeci">T_METRIC WBIndexreeval(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_squaredDist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01805">unsupervised_measures.hpp:1805</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_a70200414022ce1479b9ddc16102b12ae"><div class="ttname"><a href="classmat_1_1_matrix_base.html#a70200414022ce1479b9ddc16102b12ae">mat::MatrixBase::getNumColumns</a></div><div class="ttdeci">const uintidx getNumColumns() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00081">matrix_base.hpp:81</a></div></div>
<div class="ttc" id="partition__linked__numinst_8hpp_html"><div class="ttname"><a href="partition__linked__numinst_8hpp.html">partition_linked_numinst.hpp</a></div><div class="ttdoc">Linked partition data structure with number of instances.</div></div>
<div class="ttc" id="namespaceum_html_aaf89404618e7aef4f4bd8398118c70b8"><div class="ttname"><a href="namespaceum.html#aaf89404618e7aef4f4bd8398118c70b8">um::simplifiedDunnIndex</a></div><div class="ttdeci">T_METRIC simplifiedDunnIndex(const mat::MatrixBase&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const ds::PartitionLinked&lt; T_CLUSTERIDX &gt; &amp;aipartlink_memberShip, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">The Simplified Dunn Index (SDI)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02547">unsupervised_measures.hpp:2547</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a2b678af6e0485eb4b6a1c56ba181d87d"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a2b678af6e0485eb4b6a1c56ba181d87d">measuare_undefObjetiveFunc</a></div><div class="ttdeci">#define measuare_undefObjetiveFunc(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00052">unsupervised_measures.hpp:52</a></div></div>
<div class="ttc" id="leac__utils_8hpp_html"><div class="ttname"><a href="leac__utils_8hpp.html">leac_utils.hpp</a></div><div class="ttdoc">LEAC utils.</div></div>
<div class="ttc" id="namespaceinout_html_a0c10a45877a347dec0d4ec4e5b05b828"><div class="ttname"><a href="namespaceinout.html#a0c10a45877a347dec0d4ec4e5b05b828">inout::containerprint</a></div><div class="ttdeci">void containerprint(INPUT_ITERATOR iterator_first, INPUT_ITERATOR iterator_last, std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',')</div><div class="ttdef"><b>Definition:</b> <a href="container__out_8hpp_source.html#l00050">container_out.hpp:50</a></div></div>
<div class="ttc" id="structutils_1_1_run_once_html"><div class="ttname"><a href="structutils_1_1_run_once.html">utils::RunOnce</a></div><div class="ttdoc">Structure to ensure that a code or function is executed only once.</div><div class="ttdef"><b>Definition:</b> <a href="leac__utils_8hpp_source.html#l00049">leac_utils.hpp:49</a></div></div>
<div class="ttc" id="classds_1_1_partition_linked_html_a696f58c4d25fd41adf281d1468440dc9"><div class="ttname"><a href="classds_1_1_partition_linked.html#a696f58c4d25fd41adf281d1468440dc9">ds::PartitionLinked::getNumPartitions</a></div><div class="ttdeci">const T_CLUSTERIDX getNumPartitions() const</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00084">partition_linked.hpp:84</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a0abd715f9f01cb2fad0e6f60807e5a1f"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a0abd715f9f01cb2fad0e6f60807e5a1f">measuare_undefDunnIndex</a></div><div class="ttdeci">#define measuare_undefDunnIndex(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00066">unsupervised_measures.hpp:66</a></div></div>
<div class="ttc" id="namespacenearest_html_a3c4239101cf18ab4ca62e654a4179995"><div class="ttname"><a href="namespacenearest.html#a3c4239101cf18ab4ca62e654a4179995">nearest::medoidsNN</a></div><div class="ttdeci">T_CLUSTERIDX medoidsNN(T_DIST_INSTANCESINSTANCES &amp;aort_distMinMedoidInst, const uintidx aiuidx_instance, const uintidx *aiarrayuidx_medoids, const T_CLUSTERIDX aicidx_numMedoisK, const mat::MatrixTriang&lt; T_DIST_INSTANCESINSTANCES &gt; &amp;aimatrixtriagt_dissimilarity)</div><div class="ttdef"><b>Definition:</b> <a href="nearestinstance__operator_8hpp_source.html#l00325">nearestinstance_operator.hpp:325</a></div></div>
<div class="ttc" id="namespaceum_html_afd59ddda70e29cf009ccb0113bf0d668"><div class="ttname"><a href="namespaceum.html#afd59ddda70e29cf009ccb0113bf0d668">um::Dintra</a></div><div class="ttdeci">T_METRIC Dintra(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_S, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_Vi, const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectort_numInstBi, const partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clustersBkinCi, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Dintra .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00778">unsupervised_measures.hpp:778</a></div></div>
<div class="ttc" id="namespaceum_html_a826858480b2fb93f9bd133725866b3d9"><div class="ttname"><a href="namespaceum.html#a826858480b2fb93f9bd133725866b3d9">um::e1</a></div><div class="ttdeci">T_METRIC e1(const T_FEATURE *aiarrayt_meanInstances, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">e1</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00947">unsupervised_measures.hpp:947</a></div></div>
<div class="ttc" id="namespaceum_html_a4fe497f33b0e77e7979f2de3ec4c35e3"><div class="ttname"><a href="namespaceum.html#a4fe497f33b0e77e7979f2de3ec4c35e3">um::distortion</a></div><div class="ttdeci">std::pair&lt; T_METRIC, bool &gt; distortion(const mat::MatrixBase&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, T_CLUSTERIDX *aiarraycidx_memberShip, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist, const FUNCINSTFREQUENCY func_instfrequency)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l03821">unsupervised_measures.hpp:3821</a></div></div>
<div class="ttc" id="namespaceum_html_a1aab06d6281016beb6769fea5032ddb9"><div class="ttname"><a href="namespaceum.html#a1aab06d6281016beb6769fea5032ddb9">um::sumMinCjCjp</a></div><div class="ttdeci">T_METRIC sumMinCjCjp(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Calculate minimum sum of distances between all centroids.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00287">unsupervised_measures.hpp:287</a></div></div>
<div class="ttc" id="namespaceum_html_a02c5655fb5595af79e18a1462114be29"><div class="ttname"><a href="namespaceum.html#a02c5655fb5595af79e18a1462114be29">um::VRC</a></div><div class="ttdeci">T_METRIC VRC(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_squaredDist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01431">unsupervised_measures.hpp:1431</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_aa4b94bf2bf8cb7c437fa3feba8b70ff8"><div class="ttname"><a href="namespaceinterfacesse.html#aa4b94bf2bf8cb7c437fa3feba8b70ff8">interfacesse::copya</a></div><div class="ttdeci">void copya(T *aoarrayt_x, const T ait_alpha, const uintidx aiui_lengthArray)</div><div class="ttdoc">Initializes the array with a constant .</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00046">interface_level1.hpp:46</a></div></div>
<div class="ttc" id="namespaceum_html_a5cd2a0a7fb84c32e07af00e249d880d2"><div class="ttname"><a href="namespaceum.html#a5cd2a0a7fb84c32e07af00e249d880d2">um::silhouette</a></div><div class="ttdeci">T_METRIC silhouette(mat::MatrixTriang&lt; T_METRIC &gt; &amp;aimatrixtriagt_dissimilarity, ds::PartitionLinkedNumInst&lt; T_CLUSTERIDX, T_INSTANCES_CLUSTER_K &gt; &amp;aipartlinknuminst_memberShip)</div><div class="ttdoc">Silhouette .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02739">unsupervised_measures.hpp:2739</a></div></div>
<div class="ttc" id="namespaceum_html_aaccb7dacc3cb2d8cd7349517387c6dfb"><div class="ttname"><a href="namespaceum.html#aaccb7dacc3cb2d8cd7349517387c6dfb">um::sumDistInstCentInK</a></div><div class="ttdeci">std::tuple&lt; std::vector&lt; T_METRIC &gt;, std::vector&lt; uintidx &gt; &gt; sumDistInstCentInK(const mat::MatrixBase&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Computes the overall between-cluster variance  and the number of instances in each cluster.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01112">unsupervised_measures.hpp:1112</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html_a5391a205367fbaac82a26ddc377a80af"><div class="ttname"><a href="classmat_1_1_matrix_row.html#a5391a205367fbaac82a26ddc377a80af">mat::MatrixRow::getRow</a></div><div class="ttdeci">const T_FEATURE * getRow(const uintidx i) const</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00181">matrix.hpp:181</a></div></div>
<div class="ttc" id="namespaceum_html_a62470812baa18b85111f619b35a012c8"><div class="ttname"><a href="namespaceum.html#a62470812baa18b85111f619b35a012c8">um::maxDistCjCjp</a></div><div class="ttdeci">T_METRIC maxDistCjCjp(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Find the maximum distance beteen the centroids.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00086">unsupervised_measures.hpp:86</a></div></div>
<div class="ttc" id="namespaceum_html_a2dbfacd88668ea38547ceb1521d758b0"><div class="ttname"><a href="namespaceum.html#a2dbfacd88668ea38547ceb1521d758b0">um::scoreFunction</a></div><div class="ttdeci">T_METRIC scoreFunction(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Score function ( ) .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01939">unsupervised_measures.hpp:1939</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a37887c34be972442d8866c97614feebf"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a37887c34be972442d8866c97614feebf">measuare_undefSilhouette</a></div><div class="ttdeci">#define measuare_undefSilhouette(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00060">unsupervised_measures.hpp:60</a></div></div>
<div class="ttc" id="classds_1_1_partition_linked_num_inst_html_af8457f94fcc829541f4d13e4984129c0"><div class="ttname"><a href="classds_1_1_partition_linked_num_inst.html#af8457f94fcc829541f4d13e4984129c0">ds::PartitionLinkedNumInst::getNumNullCluster</a></div><div class="ttdeci">const T_CLUSTERIDX getNumNullCluster() const</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked__numinst_8hpp_source.html#l00101">partition_linked_numinst.hpp:101</a></div></div>
<div class="ttc" id="namespaceum_html_a1fa2ec9d0840e8dbfa3d2737a5615b11"><div class="ttname"><a href="namespaceum.html#a1fa2ec9d0840e8dbfa3d2737a5615b11">um::simplifiedSilhouette</a></div><div class="ttdeci">std::vector&lt; T_METRIC &gt; simplifiedSilhouette(const mat::MatrixBase&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectorit_numInstClusterK, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Simplified Silhouette .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l03145">unsupervised_measures.hpp:3145</a></div></div>
<div class="ttc" id="namespaceum_html_a68fe0b2b154800cd10afb48bb8b33eb1"><div class="ttname"><a href="namespaceum.html#a68fe0b2b154800cd10afb48bb8b33eb1">um::ssbreeval</a></div><div class="ttdeci">T_METRIC ssbreeval(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectort_numInstancesClusterK, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01346">unsupervised_measures.hpp:1346</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ade892a1e4c0ccc54dca7a16cecf459fa"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ade892a1e4c0ccc54dca7a16cecf459fa">mat::MatrixBase::getNumElems</a></div><div class="ttdeci">const uintidx getNumElems() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00086">matrix_base.hpp:86</a></div></div>
<div class="ttc" id="structdist_1_1_dist_html"><div class="ttname"><a href="structdist_1_1_dist.html">dist::Dist&lt; T_METRIC, T_FEATURE &gt;</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html_aa6ee19c383a86228b3d134e42bdb6830"><div class="ttname"><a href="classdata_1_1_instance.html#aa6ee19c383a86228b3d134e42bdb6830">data::Instance::getFeatures</a></div><div class="ttdeci">const T_FEATURE * getFeatures() const</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00191">instance.hpp:191</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a4ccf8f260949fde84f180fe04fdf818c"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a4ccf8f260949fde84f180fe04fdf818c">measuare_undefCS</a></div><div class="ttdeci">#define measuare_undefCS(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00065">unsupervised_measures.hpp:65</a></div></div>
<div class="ttc" id="namespaceum_html_a1a75de59a8b3b5ba1080b6e6c0f3c18b"><div class="ttname"><a href="namespaceum.html#a1a75de59a8b3b5ba1080b6e6c0f3c18b">um::partitioncoefficient</a></div><div class="ttdeci">T_METRIC partitioncoefficient(const mat::MatrixRow&lt; T_METRIC &gt; &amp;aimatrixt_u)</div><div class="ttdoc">Get partition coefficient  .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04997">unsupervised_measures.hpp:4997</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_ad88d528dfc5352aa2c8c1ee11ba73632"><div class="ttname"><a href="unsupervised__measures_8hpp.html#ad88d528dfc5352aa2c8c1ee11ba73632">measuare_undefPartitionCoefficient</a></div><div class="ttdeci">#define measuare_undefPartitionCoefficient(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00071">unsupervised_measures.hpp:71</a></div></div>
<div class="ttc" id="namespaceum_html_ac9c4b9777bb97ada898b3d1bc2621996"><div class="ttname"><a href="namespaceum.html#ac9c4b9777bb97ada898b3d1bc2621996">um::diameterClusterKj</a></div><div class="ttdeci">T_METRIC diameterClusterKj(const T_CLUSTERIDX aicidx_Clusterj, const ds::PartitionLinked&lt; T_CLUSTERIDX &gt; &amp;aipartlink_memberShip, INPUT_ITERATOR aiiterator_instfirst, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00554">unsupervised_measures.hpp:554</a></div></div>
<div class="ttc" id="namespacestats_html_a706b4964413c76c4c7d34ab17985e9e4"><div class="ttname"><a href="namespacestats.html#a706b4964413c76c4c7d34ab17985e9e4">stats::sumFeactures</a></div><div class="ttdeci">void sumFeactures(T_FEATURE_SUM *aoarrayt_sumFeactures, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const T_FEATURE ait_initialValue)</div><div class="ttdoc">Add the instances by attributes.</div><div class="ttdef"><b>Definition:</b> <a href="stats__instances_8hpp_source.html#l00141">stats_instances.hpp:141</a></div></div>
<div class="ttc" id="namespaceum_html_a184b50b24f3a042931e256c750ba4d8e"><div class="ttname"><a href="namespaceum.html#a184b50b24f3a042931e256c750ba4d8e">um::entropy</a></div><div class="ttdeci">T_METRIC entropy(const mat::MatrixRow&lt; T_METRIC &gt; &amp;aimatrixt_u)</div><div class="ttdoc">Get entropy  .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04958">unsupervised_measures.hpp:4958</a></div></div>
<div class="ttc" id="namespaceum_html_acbada65717c92ac0a22d2f71c61526d1"><div class="ttname"><a href="namespaceum.html#acbada65717c92ac0a22d2f71c61526d1">um::radiusClusterKj</a></div><div class="ttdeci">T_METRIC radiusClusterKj(const T_CLUSTERIDX aicidx_Clusterj, const T_FEATURE *ait_centroid, const ds::PartitionLinked&lt; T_CLUSTERIDX &gt; &amp;aipartlink_memberShip, INPUT_ITERATOR aiiterator_instfirst, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Radius of Clusterj.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00602">unsupervised_measures.hpp:602</a></div></div>
<div class="ttc" id="verbose__global_8hpp_html"><div class="ttname"><a href="verbose__global_8hpp.html">verbose_global.hpp</a></div><div class="ttdoc">verbose global</div></div>
<div class="ttc" id="namespaceum_html_a4667b7aa0e2926c0f0f94afaa4a0dcf2"><div class="ttname"><a href="namespaceum.html#a4667b7aa0e2926c0f0f94afaa4a0dcf2">um::maxRadiusClusterK</a></div><div class="ttdeci">std::vector&lt; T_METRIC &gt; maxRadiusClusterK(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Calculates the maximum radius of a cluster for a partition.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00463">unsupervised_measures.hpp:463</a></div></div>
<div class="ttc" id="namespaceum_html_ae447a0558845df2a5f208de33081c167"><div class="ttname"><a href="namespaceum.html#ae447a0558845df2a5f208de33081c167">um::Dinter</a></div><div class="ttdeci">T_METRIC Dinter(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_S, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_Vi, const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aivectort_numInstBi, const partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clustersBkinCi, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Dinter .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00862">unsupervised_measures.hpp:862</a></div></div>
<div class="ttc" id="namespaceum_html_aadd2b2ab931040fc9f03f87e5f3bfc42"><div class="ttname"><a href="namespaceum.html#aadd2b2ab931040fc9f03f87e5f3bfc42">um::indexI</a></div><div class="ttdeci">T_METRIC indexI(mat::MatrixRow&lt; T_METRIC &gt; &amp;aimatrixt_u, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist, const T_METRIC airt_p=2.0)</div><div class="ttdoc">Validity index I or index I for a fuzzy c-partition  .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04222">unsupervised_measures.hpp:4222</a></div></div>
<div class="ttc" id="namespaceum_html_aa66fd9714651a71aaa33964fa0ab7012"><div class="ttname"><a href="namespaceum.html#aa66fd9714651a71aaa33964fa0ab7012">um::DunnIndex</a></div><div class="ttdeci">T_METRIC DunnIndex(mat::MatrixTriang&lt; T_METRIC &gt; &amp;aimatrixtriagt_dissimilarity, ds::PartitionLinked&lt; T_CLUSTERIDX &gt; &amp;aipartlink_memberShip)</div><div class="ttdoc">The Dunn Index (DI)  .</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02337">unsupervised_measures.hpp:2337</a></div></div>
<div class="ttc" id="namespaceum_html_a14c1794b4859283fc63f3f804c5c3e72"><div class="ttname"><a href="namespaceum.html#a14c1794b4859283fc63f3f804c5c3e72">um::xb</a></div><div class="ttdeci">T_METRIC xb(mat::MatrixRow&lt; T_METRIC &gt; &amp;aimatrixt_u, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l04806">unsupervised_measures.hpp:4806</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_triang_html_ae8e385b7959c85519692bdee1d4c3aed"><div class="ttname"><a href="classmat_1_1_matrix_triang.html#ae8e385b7959c85519692bdee1d4c3aed">mat::MatrixTriang::getNumRows</a></div><div class="ttdeci">const uintidx getNumRows() const</div><div class="ttdef"><b>Definition:</b> <a href="matrix__triangular_8hpp_source.html#l00128">matrix_triangular.hpp:128</a></div></div>
<div class="ttc" id="namespaceum_html_a659ac7560d0d7b1243dd9ef479e2f80f"><div class="ttname"><a href="namespaceum.html#a659ac7560d0d7b1243dd9ef479e2f80f">um::D2</a></div><div class="ttdeci">T_METRIC D2(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_S, const partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clustersBkinCi, const partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clustersBi, const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixrowt_Vi, const std::vector&lt; T_METRIC &gt; &amp;aivectorr_meanRadiusBk, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00659">unsupervised_measures.hpp:659</a></div></div>
<div class="ttc" id="partition_8hpp_html"><div class="ttname"><a href="partition_8hpp.html">partition.hpp</a></div><div class="ttdoc">partition</div></div>
<div class="ttc" id="classpartition_1_1_partition_html_a96660ce61740ab0287189b21833eccdf"><div class="ttname"><a href="classpartition_1_1_partition.html#a96660ce61740ab0287189b21833eccdf">partition::Partition::next</a></div><div class="ttdeci">virtual const T_CLUSTERIDX next()=0</div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_af0e179fae69c0d4f047082ee44783613"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#af0e179fae69c0d4f047082ee44783613">ds::IteratorPartitionLinked::end</a></div><div class="ttdeci">bool end()</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00384">partition_linked.hpp:384</a></div></div>
<div class="ttc" id="namespaceum_html_a00ec8c8958c649a61b3094ffe6547b10"><div class="ttname"><a href="namespaceum.html#a00ec8c8958c649a61b3094ffe6547b10">um::distMinIntraClusterKj</a></div><div class="ttdeci">T_METRIC distMinIntraClusterKj(const T_CLUSTERIDX aicidx_Clusterj, const ds::PartitionLinked&lt; T_CLUSTERIDX &gt; &amp;aipartlink_memberShip, INPUT_ITERATOR aiiterator_instfirst, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">Distance min intra cluster.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l02196">unsupervised_measures.hpp:2196</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_aed2d7fec3655cf98554603a6b34bbd96"><div class="ttname"><a href="unsupervised__measures_8hpp.html#aed2d7fec3655cf98554603a6b34bbd96">measuare_undefVRC</a></div><div class="ttdeci">#define measuare_undefVRC(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00064">unsupervised_measures.hpp:64</a></div></div>
<div class="ttc" id="namespaceum_html_a87db67beee15dca61595892f84a94315"><div class="ttname"><a href="namespaceum.html#a87db67beee15dca61595892f84a94315">um::WBIndex</a></div><div class="ttdeci">T_METRIC WBIndex(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_squaredDist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01690">unsupervised_measures.hpp:1690</a></div></div>
<div class="ttc" id="namespaceum_html_a6336207d868d7879d55dd09259b4fab6"><div class="ttname"><a href="namespaceum.html#a6336207d868d7879d55dd09259b4fab6">um::VRCreeval</a></div><div class="ttdeci">T_METRIC VRCreeval(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, partition::Partition&lt; T_CLUSTERIDX &gt; &amp;aipartition_clusters, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_squaredDist)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l01547">unsupervised_measures.hpp:1547</a></div></div>
<div class="ttc" id="namespaceum_html"><div class="ttname"><a href="namespaceum.html">um</a></div><div class="ttdoc">Unsupervised measures for clustering analysis.</div></div>
<div class="ttc" id="classdata_1_1_instance_html"><div class="ttname"><a href="classdata_1_1_instance.html">data::Instance</a></div><div class="ttdoc">Patterns, usually vectors in a multidimensional space.</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00037">instance.hpp:37</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html"><div class="ttname"><a href="classmat_1_1_matrix_base.html">mat::MatrixBase</a></div><div class="ttdoc">MatrixBase.</div><div class="ttdef"><b>Definition:</b> <a href="matrix__base_8hpp_source.html#l00042">matrix_base.hpp:42</a></div></div>
<div class="ttc" id="namespaceinterfacesse_html_a25f6950d589b92fd5bcf2007fb3fae19"><div class="ttname"><a href="namespaceinterfacesse.html#a25f6950d589b92fd5bcf2007fb3fae19">interfacesse::sum</a></div><div class="ttdeci">T sum(const T *aoarrayt_y, const uintidx aiui_lengthArray)</div><div class="ttdef"><b>Definition:</b> <a href="interface__level1_8hpp_source.html#l00135">interface_level1.hpp:135</a></div></div>
<div class="ttc" id="container__out_8hpp_html"><div class="ttname"><a href="container__out_8hpp.html">container_out.hpp</a></div><div class="ttdoc">container out</div></div>
<div class="ttc" id="classds_1_1_partition_linked_num_inst_html_aadf6edf749179e9d965dfebfd3967cde"><div class="ttname"><a href="classds_1_1_partition_linked_num_inst.html#aadf6edf749179e9d965dfebfd3967cde">ds::PartitionLinkedNumInst::getVectorNumInstClusterK</a></div><div class="ttdeci">const std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp; getVectorNumInstClusterK() const</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked__numinst_8hpp_source.html#l00088">partition_linked_numinst.hpp:88</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_triang_html"><div class="ttname"><a href="classmat_1_1_matrix_triang.html">mat::MatrixTriang</a></div><div class="ttdoc">MatrixTriang.</div><div class="ttdef"><b>Definition:</b> <a href="matrix__triangular_8hpp_source.html#l00037">matrix_triangular.hpp:37</a></div></div>
<div class="ttc" id="classpartition_1_1_partition_html_acb8de7c890e05872858fb7a7aa53b657"><div class="ttname"><a href="classpartition_1_1_partition.html#acb8de7c890e05872858fb7a7aa53b657">partition::Partition::begin</a></div><div class="ttdeci">virtual void begin()=0</div></div>
<div class="ttc" id="classds_1_1_iterator_partition_linked_html_a83b887be41c97dc0bdfc47a02abbc383"><div class="ttname"><a href="classds_1_1_iterator_partition_linked.html#a83b887be41c97dc0bdfc47a02abbc383">ds::IteratorPartitionLinked::next</a></div><div class="ttdeci">void next()</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked_8hpp_source.html#l00378">partition_linked.hpp:378</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_base_html_ae3b1c4b8e9cb7e7685d7bc129f875dcd"><div class="ttname"><a href="classmat_1_1_matrix_base.html#ae3b1c4b8e9cb7e7685d7bc129f875dcd">mat::MatrixBase::getRow</a></div><div class="ttdeci">virtual const T_FEATURE * getRow(const uintidx i) const =0</div></div>
<div class="ttc" id="classds_1_1_partition_linked_num_inst_html_ad76918161cd8aca239bb211082756ec7"><div class="ttname"><a href="classds_1_1_partition_linked_num_inst.html#ad76918161cd8aca239bb211082756ec7">ds::PartitionLinkedNumInst::getNumInstClusterK</a></div><div class="ttdeci">const T_INSTANCES_CLUSTER_K getNumInstClusterK(T_CLUSTERIDX aicidx_clusterK) const</div><div class="ttdef"><b>Definition:</b> <a href="partition__linked__numinst_8hpp_source.html#l00083">partition_linked_numinst.hpp:83</a></div></div>
<div class="ttc" id="unsupervised__measures_8hpp_html_a368c4afa1c3c4c27ac36e553435ae489"><div class="ttname"><a href="unsupervised__measures_8hpp.html#a368c4afa1c3c4c27ac36e553435ae489">measuare_undefEntropy</a></div><div class="ttdeci">#define measuare_undefEntropy(T_METRIC)</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l00070">unsupervised_measures.hpp:70</a></div></div>
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